算法配置
健康评分、判定界值、就诊指引、趋势清单的计算口径全部在这里维护。改完点「保存」即刻生效， 系统自动升算法版本号并留下改动记录，随时可一键回滚。 配置只影响此后查看与新生成的报告，不改变已生成的历史报告。
配置项按模块分 6 页，点上面的标签切换。第一页里六个维度各自带自己的评分细则（偏瘦扣几分、超重扣几分就在维度下面），点开即可改。任何一页改完，统一点右下角「保存并生效」——一次保存全部页的改动。
变更记录与回滚
每一次保存都会留下一条记录（谁改的、把哪一项从什么改成什么），并在保存前自动存一份全量快照。 选一个快照点「回滚」，即可整体还原到那一刻的口径。
回滚到快照
| 时间 | 操作人 | 配置项 | 改动内容 | 版本 |
|---|---|---|---|---|
| 2026-11-06 11:17:13 | 208_unify_band_words | cardx.c1 | {"bands": [{"band": "极高危", "level": "sev", "min": 66.5, "tip": "CMM 风险 ≥66.5%（本类人群前 2%）：建议纳入重点随访，核实既往病史与本次体检异常，3 个月内复查"}, {"band": "高危", "level": "high", "min": 45.4, "tip": "CMM 风险 45.4%–66.5%（本类人群 2%–5%）：建议 3–6 个月内复查，先控血压、血糖、体重"}, {"band": "中危", "level": "mid", "min": 16.6, "tip": "CMM 风险 16.6%–45.4%（本类人群 5%–15%）：建议关注血压、血糖、血脂，年度体检复查"}, {"band": "健康", "level": "ok", "min": 0.0, "tip": "CMM 风险 <16.6%（本类人群后 85%）：保持现有生活方式，按年度体检复查"}], "group": "cmm", "intercept": -4.233, "key": "c1", "name": "心脏代谢性共病（CMM）患病风险", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。分档按 CMM 风险值切：≥66.5% 红、45.4%–66.5% 橙、16.6%–45.4% 黄、<16.6% 绿。这四个阈值由本类人群风险值百分位定（前 2%／2%–5%／5%–15%／其余 85%），未用报告的绝对截断 6.85%／1.31%——模型有 12 类变量系统未采集，概率整体偏高（平均预测 11%、实测 2.2%），照报告截断会把三成人划成高风险。", "on": 1, "ref": "报告 AUC 0.946（十折交叉验证 0.942）", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}], "ver": "机务机辆段版"} → {"bands": [{"band": "极高危", "level": "sev", "min": 66.5, "tip": "CMM 风险 ≥66.5%（本类人群前 2%）：建议纳入重点随访，核实既往病史与本次体检异常，3 个月内复查"}, {"band": "高危", "level": "high", "min": 45.4, "tip": "CMM 风险 45.4%–66.5%（本类人群 2%–5%）：建议 3–6 个月内复查，先控血压、血糖、体重"}, {"band": "中危", "level": "mid", "min": 16.6, "tip": "CMM 风险 16.6%–45.4%（本类人群 5%–15%）：建议关注血压、血糖、血脂，年度体检复查"}, {"band": "健康", "level": "ok", "min": 0.0, "tip": "CMM 风险 <16.6%（本类人群后 85%）：保持现有生活方式，按年度体检复查"}], "group": "cmm", "intercept": -4.233, "key": "c1", "name": "心脏代谢性共病（CMM）患病风险", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。分档按 CMM 风险值切：≥66.5% 极高危、45.4%–66.5% 高危、16.6%–45.4% 中危、<16.6% 健康。这四个阈值由本类人群风险值百分位定（前 2%／2%–5%／5%–15%／其余 85%），未用报告的绝对截断 6.85%／1.31%——模型有 12 类变量系统未采集，概率整体偏高（平均预测 11%、实测 2.2%），照报告截断会把三成人划成高风险。", "on": 1, "ref": "报告 AUC 0.946（十折交叉验证 0.942）", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}], "ver": "机务机辆段版"} | v2026.11.06-3 |
| 2026-11-06 11:14:19 | 208_unify_band_words | cardx.c2 | {"bands": [{"band": "红色", "level": "sev", "min": 14.1, "tip": "CMM 风险 ≥14.1%（本类人群前 2%）：建议纳入重点随访，核实既往病史与本次体检异常，3 个月内复查"}, {"band": "橙色", "level": "high", "min": 6.0, "tip": "CMM 风险 6.0%–14.1%（本类人群 2%–5%）：建议 3–6 个月内复查，先控血压、血糖、体重"}, {"band": "黄色", "level": "mid", "min": 1.6, "tip": "CMM 风险 1.6%–6.0%（本类人群 5%–15%）：建议关注血压、血糖、血脂，年度体检复查"}, {"band": "绿色", "level": "ok", "min": 0, "tip": "CMM 风险 <1.6%（本类人群后 85%）：保持现有生活方式，按年度体检复查"}], "group": "cmm", "intercept": -6.37, "key": "c2", "name": "心脏代谢性共病（CMM）患病风险", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。本卡适用于机务、机辆段以外的男性职工：变量与系数与机车乘务员人群一致，截距与分档阈值按本人群的实测患病情况校准，概率与档位只在本人群内解释，不与其他人群的刻度互相换算。", "on": 1, "ref": "原报告 AUC 0.946（十折 0.942）／本群回代 AUC 0.933（非机务、机辆段男性 158,580 人）", "scope": {"gender": "男", "units": ["非机务", "非机辆"]}, "sort": 14, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）；按适用人群校准", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}], "ver": "其他单位版"} → {"bands": [{"band": "极高危", "level": "sev", "min": 14.1, "tip": "CMM 风险 ≥14.1%（本类人群前 2%）：建议纳入重点随访，核实既往病史与本次体检异常，3 个月内复查"}, {"band": "高危", "level": "high", "min": 6.0, "tip": "CMM 风险 6.0%–14.1%（本类人群 2%–5%）：建议 3–6 个月内复查，先控血压、血糖、体重"}, {"band": "中危", "level": "mid", "min": 1.6, "tip": "CMM 风险 1.6%–6.0%（本类人群 5%–15%）：建议关注血压、血糖、血脂，年度体检复查"}, {"band": "健康", "level": "ok", "min": 0, "tip": "CMM 风险 <1.6%（本类人群后 85%）：保持现有生活方式，按年度体检复查"}], "group": "cmm", "intercept": -6.37, "key": "c2", "name": "心脏代谢性共病（CMM）患病风险", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。本卡适用于机务、机辆段以外的男性职工：变量与系数与机车乘务员人群一致，截距与分档阈值按本人群的实测患病情况校准，概率与档位只在本人群内解释，不与其他人群的刻度互相换算。", "on": 1, "ref": "原报告 AUC 0.946（十折 0.942）／本群回代 AUC 0.933（非机务、机辆段男性 158,580 人）", "scope": {"gender": "男", "units": ["非机务", "非机辆"]}, "sort": 14, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）；按适用人群校准", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}], "ver": "其他单位版"} | v2026.11.06-2 |
| 2026-11-06 11:14:19 | 208_unify_band_words | cardx.c1 | {"bands": [{"band": "红色", "level": "sev", "min": 66.5, "tip": "CMM 风险 ≥66.5%（本类人群前 2%）：建议纳入重点随访，核实既往病史与本次体检异常，3 个月内复查"}, {"band": "橙色", "level": "high", "min": 45.4, "tip": "CMM 风险 45.4%–66.5%（本类人群 2%–5%）：建议 3–6 个月内复查，先控血压、血糖、体重"}, {"band": "黄色", "level": "mid", "min": 16.6, "tip": "CMM 风险 16.6%–45.4%（本类人群 5%–15%）：建议关注血压、血糖、血脂，年度体检复查"}, {"band": "绿色", "level": "ok", "min": 0.0, "tip": "CMM 风险 <16.6%（本类人群后 85%）：保持现有生活方式，按年度体检复查"}], "group": "cmm", "intercept": -4.233, "key": "c1", "name": "心脏代谢性共病（CMM）患病风险", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。分档按 CMM 风险值切：≥66.5% 红、45.4%–66.5% 橙、16.6%–45.4% 黄、<16.6% 绿。这四个阈值由本类人群风险值百分位定（前 2%／2%–5%／5%–15%／其余 85%），未用报告的绝对截断 6.85%／1.31%——模型有 12 类变量系统未采集，概率整体偏高（平均预测 11%、实测 2.2%），照报告截断会把三成人划成高风险。", "on": 1, "ref": "报告 AUC 0.946（十折交叉验证 0.942）", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}], "ver": "机务机辆段版"} → {"bands": [{"band": "极高危", "level": "sev", "min": 66.5, "tip": "CMM 风险 ≥66.5%（本类人群前 2%）：建议纳入重点随访，核实既往病史与本次体检异常，3 个月内复查"}, {"band": "高危", "level": "high", "min": 45.4, "tip": "CMM 风险 45.4%–66.5%（本类人群 2%–5%）：建议 3–6 个月内复查，先控血压、血糖、体重"}, {"band": "中危", "level": "mid", "min": 16.6, "tip": "CMM 风险 16.6%–45.4%（本类人群 5%–15%）：建议关注血压、血糖、血脂，年度体检复查"}, {"band": "健康", "level": "ok", "min": 0.0, "tip": "CMM 风险 <16.6%（本类人群后 85%）：保持现有生活方式，按年度体检复查"}], "group": "cmm", "intercept": -4.233, "key": "c1", "name": "心脏代谢性共病（CMM）患病风险", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。分档按 CMM 风险值切：≥66.5% 红、45.4%–66.5% 橙、16.6%–45.4% 黄、<16.6% 绿。这四个阈值由本类人群风险值百分位定（前 2%／2%–5%／5%–15%／其余 85%），未用报告的绝对截断 6.85%／1.31%——模型有 12 类变量系统未采集，概率整体偏高（平均预测 11%、实测 2.2%），照报告截断会把三成人划成高风险。", "on": 1, "ref": "报告 AUC 0.946（十折交叉验证 0.942）", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}], "ver": "机务机辆段版"} | v2026.11.06-2 |
| 2026-11-06 08:22:17 | 劳卫部（说明文案去版本字样） | cardx.c2 | {"bands": [{"band": "红色", "level": "sev", "min": 14.1, "tip": "CMM 风险 ≥14.1%（本类人群前 2%）：建议纳入重点随访，核实既往病史与本次体检异常，3 个月内复查"}, {"band": "橙色", "level": "high", "min": 6.0, "tip": "CMM 风险 6.0%–14.1%（本类人群 2%–5%）：建议 3–6 个月内复查，先控血压、血糖、体重"}, {"band": "黄色", "level": "mid", "min": 1.6, "tip": "CMM 风险 1.6%–6.0%（本类人群 5%–15%）：建议关注血压、血糖、血脂，年度体检复查"}, {"band": "绿色", "level": "ok", "min": 0, "tip": "CMM 风险 <1.6%（本类人群后 85%）：保持现有生活方式，按年度体检复查"}], "group": "cmm", "intercept": -6.37, "key": "c2", "name": "心脏代谢性共病（CMM）患病风险", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。与本卡并存的「机务机辆段版」系数完全相同，区别只在截距与分档阈值：本卡按其他单位人群重估截距（−6.37），把平均预测从 7.7% 校正到实测 1.45%；分档按 CMM 风险值切：≥14.1% 红、6.0%–14.1% 橙、1.6%–6.0% 黄、<1.6% 绿，阈值由本群风险值百分位定（前 2%／2%–5%／5%–15%／其余 85%）。两版阈值不可互换：同一个 20% 在机务版是橙色、在本卡是红色。", "on": 1, "ref": "原报告 AUC 0.946（十折 0.942）／本群回代 AUC 0.933（非机务、机辆段男性 158,580 人）", "scope": {"gender": "男", "units": ["非机务", "非机辆"]}, "sort": 14, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）；其他单位人群外推校准（系数原样沿用，仅重估截距）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}], "ver": "其他单位版"} → {"bands": [{"band": "红色", "level": "sev", "min": 14.1, "tip": "CMM 风险 ≥14.1%（本类人群前 2%）：建议纳入重点随访，核实既往病史与本次体检异常，3 个月内复查"}, {"band": "橙色", "level": "high", "min": 6.0, "tip": "CMM 风险 6.0%–14.1%（本类人群 2%–5%）：建议 3–6 个月内复查，先控血压、血糖、体重"}, {"band": "黄色", "level": "mid", "min": 1.6, "tip": "CMM 风险 1.6%–6.0%（本类人群 5%–15%）：建议关注血压、血糖、血脂，年度体检复查"}, {"band": "绿色", "level": "ok", "min": 0, "tip": "CMM 风险 <1.6%（本类人群后 85%）：保持现有生活方式，按年度体检复查"}], "group": "cmm", "intercept": -6.37, "key": "c2", "name": "心脏代谢性共病（CMM）患病风险", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。本卡适用于机务、机辆段以外的男性职工：变量与系数与机车乘务员人群一致，截距与分档阈值按本人群的实测患病情况校准，概率与档位只在本人群内解释，不与其他人群的刻度互相换算。", "on": 1, "ref": "原报告 AUC 0.946（十折 0.942）／本群回代 AUC 0.933（非机务、机辆段男性 158,580 人）", "scope": {"gender": "男", "units": ["非机务", "非机辆"]}, "sort": 14, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）；按适用人群校准", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}], "ver": "其他单位版"} | v2026.11.06 |
| 2026-11-05 17:24:40 | 劳卫部（其他单位版校准） | cardx.c2 | {} → {"bands": [{"band": "红色", "level": "sev", "min": 14.1, "tip": "CMM 风险 ≥14.1%（本类人群前 2%）：建议纳入重点随访，核实既往病史与本次体检异常，3 个月内复查"}, {"band": "橙色", "level": "high", "min": 6.0, "tip": "CMM 风险 6.0%–14.1%（本类人群 2%–5%）：建议 3–6 个月内复查，先控血压、血糖、体重"}, {"band": "黄色", "level": "mid", "min": 1.6, "tip": "CMM 风险 1.6%–6.0%（本类人群 5%–15%）：建议关注血压、血糖、血脂，年度体检复查"}, {"band": "绿色", "level": "ok", "min": 0, "tip": "CMM 风险 <1.6%（本类人群后 85%）：保持现有生活方式，按年度体检复查"}], "group": "cmm", "intercept": -6.37, "key": "c2", "name": "心脏代谢性共病（CMM）患病风险", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。与本卡并存的「机务机辆段版」系数完全相同，区别只在截距与分档阈值：本卡按其他单位人群重估截距（−6.37），把平均预测从 7.7% 校正到实测 1.45%；分档按 CMM 风险值切：≥14.1% 红、6.0%–14.1% 橙、1.6%–6.0% 黄、<1.6% 绿，阈值由本群风险值百分位定（前 2%／2%–5%／5%–15%／其余 85%）。两版阈值不可互换：同一个 20% 在机务版是橙色、在本卡是红色。", "on": 1, "ref": "原报告 AUC 0.946（十折 0.942）／本群回代 AUC 0.933（非机务、机辆段男性 158,580 人）", "scope": {"gender": "男", "units": ["非机务", "非机辆"]}, "sort": 14, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）；其他单位人群外推校准（系数原样沿用，仅重估截距）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}], "ver": "其他单位版"} | v2026.11.05-15 |
| 2026-11-05 17:24:40 | 劳卫部（其他单位版校准） | cardx.c1 | {"bands": [{"band": "红色", "level": "sev", "min": 66.5, "tip": "CMM 风险 ≥66.5%（本类人群前 2%）：建议纳入重点随访，核实既往病史与本次体检异常，3 个月内复查"}, {"band": "橙色", "level": "high", "min": 45.4, "tip": "CMM 风险 45.4%–66.5%（本类人群 2%–5%）：建议 3–6 个月内复查，先控血压、血糖、体重"}, {"band": "黄色", "level": "mid", "min": 16.6, "tip": "CMM 风险 16.6%–45.4%（本类人群 5%–15%）：建议关注血压、血糖、血脂，年度体检复查"}, {"band": "绿色", "level": "ok", "min": 0.0, "tip": "CMM 风险 <16.6%（本类人群后 85%）：保持现有生活方式，按年度体检复查"}], "intercept": -4.233, "key": "c1", "name": "心脏代谢性共病（CMM）患病风险 · Logistic 模型（集团课题）", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。分档按 CMM 风险值切：≥66.5% 红、45.4%–66.5% 橙、16.6%–45.4% 黄、<16.6% 绿。这四个阈值由本类人群风险值百分位定（前 2%／2%–5%／5%–15%／其余 85%），未用报告的绝对截断 6.85%／1.31%——模型有 12 类变量系统未采集，概率整体偏高（平均预测 11%、实测 2.2%），照报告截断会把三成人划成高风险。", "on": 1, "ref": "报告 AUC 0.946（十折交叉验证 0.942）", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} → {"bands": [{"band": "红色", "level": "sev", "min": 66.5, "tip": "CMM 风险 ≥66.5%（本类人群前 2%）：建议纳入重点随访，核实既往病史与本次体检异常，3 个月内复查"}, {"band": "橙色", "level": "high", "min": 45.4, "tip": "CMM 风险 45.4%–66.5%（本类人群 2%–5%）：建议 3–6 个月内复查，先控血压、血糖、体重"}, {"band": "黄色", "level": "mid", "min": 16.6, "tip": "CMM 风险 16.6%–45.4%（本类人群 5%–15%）：建议关注血压、血糖、血脂，年度体检复查"}, {"band": "绿色", "level": "ok", "min": 0.0, "tip": "CMM 风险 <16.6%（本类人群后 85%）：保持现有生活方式，按年度体检复查"}], "group": "cmm", "intercept": -4.233, "key": "c1", "name": "心脏代谢性共病（CMM）患病风险", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。分档按 CMM 风险值切：≥66.5% 红、45.4%–66.5% 橙、16.6%–45.4% 黄、<16.6% 绿。这四个阈值由本类人群风险值百分位定（前 2%／2%–5%／5%–15%／其余 85%），未用报告的绝对截断 6.85%／1.31%——模型有 12 类变量系统未采集，概率整体偏高（平均预测 11%、实测 2.2%），照报告截断会把三成人划成高风险。", "on": 1, "ref": "报告 AUC 0.946（十折交叉验证 0.942）", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}], "ver": "机务机辆段版"} | v2026.11.05-15 |
| 2026-11-05 15:01:22 | 自测 | cardx.c1 | {"bands": [{"band": "红色", "level": "sev", "min": 66.5, "tip": "CMM 风险 ≥66.5%（本类人群前 2%）：建议纳入重点随访，核实既往病史与本次体检异常，3 个月内复查"}, {"band": "橙色", "level": "high", "min": 45.4, "tip": "CMM 风险 45.4%–66.5%（本类人群 2%–5%）：建议 3–6 个月内复查，先控血压、血糖、体重"}, {"band": "黄色", "level": "mid", "min": 16.6, "tip": "CMM 风险 16.6%–45.4%（本类人群 5%–15%）：建议关注血压、血糖、血脂，年度体检复查"}], "intercept": -4.233, "key": "c1", "name": "心脏代谢性共病（CMM）患病风险 · Logistic 模型（集团课题）", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。分档按 CMM 风险值切：≥66.5% 红、45.4%–66.5% 橙、16.6%–45.4% 黄、<16.6% 绿。这四个阈值由本类人群风险值百分位定（前 2%／2%–5%／5%–15%／其余 85%），未用报告的绝对截断 6.85%／1.31%——模型有 12 类变量系统未采集，概率整体偏高（平均预测 11%、实测 2.2%），照报告截断会把三成人划成高风险。", "on": 1, "ref": "报告 AUC 0.946（十折交叉验证 0.942）", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} → {"bands": [{"band": "红色", "level": "sev", "min": 66.5, "tip": "CMM 风险 ≥66.5%（本类人群前 2%）：建议纳入重点随访，核实既往病史与本次体检异常，3 个月内复查"}, {"band": "橙色", "level": "high", "min": 45.4, "tip": "CMM 风险 45.4%–66.5%（本类人群 2%–5%）：建议 3–6 个月内复查，先控血压、血糖、体重"}, {"band": "黄色", "level": "mid", "min": 16.6, "tip": "CMM 风险 16.6%–45.4%（本类人群 5%–15%）：建议关注血压、血糖、血脂，年度体检复查"}, {"band": "绿色", "level": "ok", "min": 0.0, "tip": "CMM 风险 <16.6%（本类人群后 85%）：保持现有生活方式，按年度体检复查"}], "intercept": -4.233, "key": "c1", "name": "心脏代谢性共病（CMM）患病风险 · Logistic 模型（集团课题）", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。分档按 CMM 风险值切：≥66.5% 红、45.4%–66.5% 橙、16.6%–45.4% 黄、<16.6% 绿。这四个阈值由本类人群风险值百分位定（前 2%／2%–5%／5%–15%／其余 85%），未用报告的绝对截断 6.85%／1.31%——模型有 12 类变量系统未采集，概率整体偏高（平均预测 11%、实测 2.2%），照报告截断会把三成人划成高风险。", "on": 1, "ref": "报告 AUC 0.946（十折交叉验证 0.942）", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} | v2026.11.05-14 |
| 2026-11-05 15:00:38 | 自测 | cardx.c1 | {"bands": [{"band": "红色", "level": "sev", "min": 66.5, "tip": "CMM 风险 ≥66.5%（本类人群前 2%）：建议纳入重点随访，核实既往病史与本次体检异常，3 个月内复查"}, {"band": "橙色", "level": "high", "min": 45.4, "tip": "CMM 风险 45.4%–66.5%（本类人群 2%–5%）：建议 3–6 个月内复查，先控血压、血糖、体重"}, {"band": "黄色", "level": "mid", "min": 16.6, "tip": "CMM 风险 16.6%–45.4%（本类人群 5%–15%）：建议关注血压、血糖、血脂，年度体检复查"}, {"band": "绿色", "level": "ok", "min": 0, "tip": "CMM 风险 <16.6%（本类人群后 85%）：保持现有生活方式，按年度体检复查"}], "intercept": -4.233, "key": "c1", "name": "心脏代谢性共病（CMM）患病风险 · Logistic 模型（集团课题）", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。分档按 CMM 风险值切：≥66.5% 红、45.4%–66.5% 橙、16.6%–45.4% 黄、<16.6% 绿。这四个阈值由本类人群风险值百分位定（前 2%／2%–5%／5%–15%／其余 85%），未用报告的绝对截断 6.85%／1.31%——模型有 12 类变量系统未采集，概率整体偏高（平均预测 11%、实测 2.2%），照报告截断会把三成人划成高风险。", "on": 1, "ref": "报告 AUC 0.946（十折交叉验证 0.942）", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} → {"bands": [{"band": "红色", "level": "sev", "min": 66.5, "tip": "CMM 风险 ≥66.5%（本类人群前 2%）：建议纳入重点随访，核实既往病史与本次体检异常，3 个月内复查"}, {"band": "橙色", "level": "high", "min": 45.4, "tip": "CMM 风险 45.4%–66.5%（本类人群 2%–5%）：建议 3–6 个月内复查，先控血压、血糖、体重"}, {"band": "黄色", "level": "mid", "min": 16.6, "tip": "CMM 风险 16.6%–45.4%（本类人群 5%–15%）：建议关注血压、血糖、血脂，年度体检复查"}], "intercept": -4.233, "key": "c1", "name": "心脏代谢性共病（CMM）患病风险 · Logistic 模型（集团课题）", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。分档按 CMM 风险值切：≥66.5% 红、45.4%–66.5% 橙、16.6%–45.4% 黄、<16.6% 绿。这四个阈值由本类人群风险值百分位定（前 2%／2%–5%／5%–15%／其余 85%），未用报告的绝对截断 6.85%／1.31%——模型有 12 类变量系统未采集，概率整体偏高（平均预测 11%、实测 2.2%），照报告截断会把三成人划成高风险。", "on": 1, "ref": "报告 AUC 0.946（十折交叉验证 0.942）", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} | v2026.11.05-13 |
| 2026-11-05 14:49:44 | 劳卫部（分档改百分位口径） | cardx.c1 | {"bands": [{"band": "红色", "level": "sev", "min": 66.5, "tip": "风险值排在本类人群前 2%（P≥66.5%）：建议纳入重点随访，核实既往病史与本次体检异常，3 个月内复查"}, {"band": "橙色", "level": "high", "min": 45.4, "tip": "风险值排在本类人群前 2%–5%（P 45.4%–66.5%）：建议 3–6 个月内复查，先控血压、血糖、体重"}, {"band": "黄色", "level": "mid", "min": 16.6, "tip": "风险值排在本类人群前 5%–15%（P 16.6%–45.4%）：建议关注血压、血糖、血脂，年度体检复查"}, {"band": "绿色", "level": "ok", "min": 0, "tip": "风险值在本类人群后 85%（P<16.6%）：保持现有生活方式，按年度体检复查"}], "intercept": -4.233, "key": "c1", "name": "心脏代谢性共病（CMM）患病风险 · Logistic 模型（集团课题）", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。分档按本类人群风险值百分位划分（红＝前 2%、橙＝2%–5%、黄＝5%–15%、绿＝其余），不采用报告的绝对概率截断值 6.85%／1.31%——模型有 12 类变量系统未采集，概率整体偏高（平均预测 11%、实测 2.2%），用绝对截断会把三成人划成高风险。概率数值只作参考，管理上按颜色分层。", "on": 1, "ref": "报告 AUC 0.946（十折交叉验证 0.942）", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} → {"bands": [{"band": "红色", "level": "sev", "min": 66.5, "tip": "CMM 风险 ≥66.5%（本类人群前 2%）：建议纳入重点随访，核实既往病史与本次体检异常，3 个月内复查"}, {"band": "橙色", "level": "high", "min": 45.4, "tip": "CMM 风险 45.4%–66.5%（本类人群 2%–5%）：建议 3–6 个月内复查，先控血压、血糖、体重"}, {"band": "黄色", "level": "mid", "min": 16.6, "tip": "CMM 风险 16.6%–45.4%（本类人群 5%–15%）：建议关注血压、血糖、血脂，年度体检复查"}, {"band": "绿色", "level": "ok", "min": 0, "tip": "CMM 风险 <16.6%（本类人群后 85%）：保持现有生活方式，按年度体检复查"}], "intercept": -4.233, "key": "c1", "name": "心脏代谢性共病（CMM）患病风险 · Logistic 模型（集团课题）", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。分档按 CMM 风险值切：≥66.5% 红、45.4%–66.5% 橙、16.6%–45.4% 黄、<16.6% 绿。这四个阈值由本类人群风险值百分位定（前 2%／2%–5%／5%–15%／其余 85%），未用报告的绝对截断 6.85%／1.31%——模型有 12 类变量系统未采集，概率整体偏高（平均预测 11%、实测 2.2%），照报告截断会把三成人划成高风险。", "on": 1, "ref": "报告 AUC 0.946（十折交叉验证 0.942）", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} | v2026.11.05-12 |
| 2026-11-05 14:47:25 | 劳卫部（分档改百分位口径） | cardx.c1 | {"bands": [{"band": "高风险", "level": "sev", "min": 6.85, "tip": "按课题模型推算的共病患病风险≥6.85%（报告高风险截断值），建议结合体检指标与既往病史核实，纳入重点人群管理"}, {"band": "中风险", "level": "high", "min": 1.31, "tip": "按课题模型推算的患病风险在 1.31%–6.85% 之间（报告中风险区间），建议关注血压、血糖、血脂，每年复查"}, {"band": "低风险", "level": "ok", "min": 0, "tip": "按课题模型推算的患病风险低于 1.31%（报告低风险截断值）"}], "intercept": -4.233, "name": "心脏代谢性共病（CMM）患病风险 · Logistic 模型（集团课题）", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。学历、工种、司机类型、家族史、二手烟、久坐、糖化血红蛋白、维生素D、踝肱指数、GAD7、社会支持、职业紧张等 12 类变量系统未采集，按参照组处理，概率整体偏高，以风险分层为准。", "on": 1, "ref": "报告 AUC 0.946（十折交叉验证 0.942）", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} → {"bands": [{"band": "红色", "level": "sev", "min": 66.5, "tip": "风险值排在本类人群前 2%（P≥66.5%）：建议纳入重点随访，核实既往病史与本次体检异常，3 个月内复查"}, {"band": "橙色", "level": "high", "min": 45.4, "tip": "风险值排在本类人群前 2%–5%（P 45.4%–66.5%）：建议 3–6 个月内复查，先控血压、血糖、体重"}, {"band": "黄色", "level": "mid", "min": 16.6, "tip": "风险值排在本类人群前 5%–15%（P 16.6%–45.4%）：建议关注血压、血糖、血脂，年度体检复查"}, {"band": "绿色", "level": "ok", "min": 0, "tip": "风险值在本类人群后 85%（P<16.6%）：保持现有生活方式，按年度体检复查"}], "intercept": -4.233, "key": "c1", "name": "心脏代谢性共病（CMM）患病风险 · Logistic 模型（集团课题）", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。分档按本类人群风险值百分位划分（红＝前 2%、橙＝2%–5%、黄＝5%–15%、绿＝其余），不采用报告的绝对概率截断值 6.85%／1.31%——模型有 12 类变量系统未采集，概率整体偏高（平均预测 11%、实测 2.2%），用绝对截断会把三成人划成高风险。概率数值只作参考，管理上按颜色分层。", "on": 1, "ref": "报告 AUC 0.946（十折交叉验证 0.942）", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} | v2026.11.05-11 |
| 2026-11-05 14:04:28 | 劳卫部（课题成果导入） | cardx.c1 | {"bands": [{"band": "高风险", "level": "sev", "min": 6.85, "tip": "按课题模型推算的共病患病风险≥6.85%（报告高风险截断值），建议结合体检指标与既往病史核实，纳入重点人群管理"}, {"band": "中风险", "level": "high", "min": 1.31, "tip": "按课题模型推算的患病风险在 1.31%–6.85% 之间（报告中风险区间），建议关注血压、血糖、血脂，每年复查"}, {"band": "低风险", "level": "ok", "min": 0, "tip": "按课题模型推算的患病风险低于 1.31%（报告低风险截断值）"}], "intercept": -4.233, "name": "心脏代谢性共病（CMM）患病风险 · Logistic 模型（集团课题）", "note": "结局为心脏代谢性共病（糖尿病、脑卒中、缺血性心脏病中≥2 项共存）。系统未采集的模型变量（学历、工种、司机类型、四项家族史、二手烟接触、每日久坐、糖化血红蛋白、维生素D、左右踝肱指数、GAD7、社会支持、职业紧张）按参照组（0）处理，预测概率整体偏高，以风险分层为准。", "on": 1, "ref": "报告 AUC 0.946，十折交叉验证 0.942；风险分档截断值取自报告约登指数双临界法", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} → {"bands": [{"band": "高风险", "level": "sev", "min": 6.85, "tip": "按课题模型推算的共病患病风险≥6.85%（报告高风险截断值），建议结合体检指标与既往病史核实，纳入重点人群管理"}, {"band": "中风险", "level": "high", "min": 1.31, "tip": "按课题模型推算的患病风险在 1.31%–6.85% 之间（报告中风险区间），建议关注血压、血糖、血脂，每年复查"}, {"band": "低风险", "level": "ok", "min": 0, "tip": "按课题模型推算的患病风险低于 1.31%（报告低风险截断值）"}], "intercept": -4.233, "name": "心脏代谢性共病（CMM）患病风险 · Logistic 模型（集团课题）", "note": "结局：糖尿病／脑卒中／缺血性心脏病≥2 项共存。学历、工种、司机类型、家族史、二手烟、久坐、糖化血红蛋白、维生素D、踝肱指数、GAD7、社会支持、职业紧张等 12 类变量系统未采集，按参照组处理，概率整体偏高，以风险分层为准。", "on": 1, "ref": "报告 AUC 0.946（十折交叉验证 0.942）", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} | v2026.11.05-10 |
| 2026-11-05 14:02:13 | 劳卫部（课题成果导入） | cardx.c1 | {"bands": [{"band": "高风险", "level": "sev", "min": 20, "tip": "按课题模型推算的高尿酸血症发生风险≥20%，建议控体重/限嘌呤/限酒并复查尿酸"}, {"band": "风险较高", "level": "high", "min": 10, "tip": "按课题模型推算的发生风险10%–20%，建议关注尿酸与生活方式"}, {"band": "需关注", "level": "mid", "min": 5, "tip": "按课题模型推算的发生风险5%–10%，保持现有健康习惯并定期复查"}, {"band": "风险较低", "level": "ok", "min": 0, "tip": "按课题模型推算的发生风险低于5%"}], "intercept": -4.233, "name": "高尿酸血症风险 · Logistic 模型（集团课题）", "note": "模型在男性机务／机辆段职工中拟合。系统未采集的模型变量（学历、工种、司机类型、四项家族史、二手烟接触、每日久坐、糖化血红蛋白、维生素D、左右踝肱指数、GAD7、社会支持、职业紧张）按参照组（0）处理，结果宜偏保守看待。", "on": 1, "ref": "课题原始系数，未按集团现行体检人群校准", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司 2025 年课题《男性机车乘务员高尿酸血症影响因素》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} → {"bands": [{"band": "高风险", "level": "sev", "min": 6.85, "tip": "按课题模型推算的共病患病风险≥6.85%（报告高风险截断值），建议结合体检指标与既往病史核实，纳入重点人群管理"}, {"band": "中风险", "level": "high", "min": 1.31, "tip": "按课题模型推算的患病风险在 1.31%–6.85% 之间（报告中风险区间），建议关注血压、血糖、血脂，每年复查"}, {"band": "低风险", "level": "ok", "min": 0, "tip": "按课题模型推算的患病风险低于 1.31%（报告低风险截断值）"}], "intercept": -4.233, "name": "心脏代谢性共病（CMM）患病风险 · Logistic 模型（集团课题）", "note": "结局为心脏代谢性共病（糖尿病、脑卒中、缺血性心脏病中≥2 项共存）。系统未采集的模型变量（学历、工种、司机类型、四项家族史、二手烟接触、每日久坐、糖化血红蛋白、维生素D、左右踝肱指数、GAD7、社会支持、职业紧张）按参照组（0）处理，预测概率整体偏高，以风险分层为准。", "on": 1, "ref": "报告 AUC 0.946，十折交叉验证 0.942；风险分档截断值取自报告约登指数双临界法", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司课题《铁路机车乘务员心脏代谢性共病风险评估系统和干预措施研究》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} | v2026.11.05-9 |
| 2026-11-05 13:38:25 | 靳宇（学习演示启用） | cardx.c1 | {"bands": [{"band": "高风险", "level": "sev", "min": 20, "tip": "按课题模型推算的高尿酸血症发生风险≥20%，建议控体重/限嘌呤/限酒并复查尿酸"}, {"band": "风险较高", "level": "high", "min": 10, "tip": "按课题模型推算的发生风险10%–20%，建议关注尿酸与生活方式"}, {"band": "需关注", "level": "mid", "min": 5, "tip": "按课题模型推算的发生风险5%–10%，保持现有健康习惯并定期复查"}, {"band": "风险较低", "level": "ok", "min": 0, "tip": "按课题模型推算的发生风险低于5%"}], "intercept": -4.233, "name": "高尿酸血症风险 · Logistic 模型（集团课题）", "note": "模型在男性机务／机辆段职工中拟合。系统未采集的模型变量（学历、工种、司机类型、四项家族史、二手烟接触、每日久坐、糖化血红蛋白、维生素D、左右踝肱指数、GAD7、社会支持、职业紧张）按参照组（0）处理，结果宜偏保守看待。", "on": 0, "ref": "课题原始系数，未按集团现行体检人群校准", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司 2025 年课题《男性机车乘务员高尿酸血症影响因素》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} → {"bands": [{"band": "高风险", "level": "sev", "min": 20, "tip": "按课题模型推算的高尿酸血症发生风险≥20%，建议控体重/限嘌呤/限酒并复查尿酸"}, {"band": "风险较高", "level": "high", "min": 10, "tip": "按课题模型推算的发生风险10%–20%，建议关注尿酸与生活方式"}, {"band": "需关注", "level": "mid", "min": 5, "tip": "按课题模型推算的发生风险5%–10%，保持现有健康习惯并定期复查"}, {"band": "风险较低", "level": "ok", "min": 0, "tip": "按课题模型推算的发生风险低于5%"}], "intercept": -4.233, "name": "高尿酸血症风险 · Logistic 模型（集团课题）", "note": "模型在男性机务／机辆段职工中拟合。系统未采集的模型变量（学历、工种、司机类型、四项家族史、二手烟接触、每日久坐、糖化血红蛋白、维生素D、左右踝肱指数、GAD7、社会支持、职业紧张）按参照组（0）处理，结果宜偏保守看待。", "on": 1, "ref": "课题原始系数，未按集团现行体检人群校准", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司 2025 年课题《男性机车乘务员高尿酸血症影响因素》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} | v2026.11.05-8 |
| 2026-11-05 12:11:44 | 管理员 | cardx.c1 | {"bands": [{"band": "高风险", "level": "sev", "min": 20, "tip": "按课题模型推算的高尿酸血症发生风险≥20%，建议控体重/限嘌呤/限酒并复查尿酸"}, {"band": "风险较高", "level": "high", "min": 10, "tip": "按课题模型推算的发生风险10%–20%，建议关注尿酸与生活方式"}, {"band": "需关注", "level": "mid", "min": 5, "tip": "按课题模型推算的发生风险5%–10%，保持现有健康习惯并定期复查"}, {"band": "风险较低", "level": "ok", "min": 0, "tip": "按课题模型推算的发生风险低于5%"}], "intercept": -4.233, "name": "高尿酸血症风险 · Logistic 模型（集团课题）", "note": "模型在男性机务／机辆段职工中拟合。系统未采集的模型变量（学历、工种、司机类型、四项家族史、二手烟接触、每日久坐、糖化血红蛋白、维生素D、左右踝肱指数、GAD7、社会支持、职业紧张）按参照组（0）处理，结果宜偏保守看待。", "on": 1, "ref": "课题原始系数，未按集团现行体检人群校准", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司 2025 年课题《男性机车乘务员高尿酸血症影响因素》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} → {"bands": [{"band": "高风险", "level": "sev", "min": 20, "tip": "按课题模型推算的高尿酸血症发生风险≥20%，建议控体重/限嘌呤/限酒并复查尿酸"}, {"band": "风险较高", "level": "high", "min": 10, "tip": "按课题模型推算的发生风险10%–20%，建议关注尿酸与生活方式"}, {"band": "需关注", "level": "mid", "min": 5, "tip": "按课题模型推算的发生风险5%–10%，保持现有健康习惯并定期复查"}, {"band": "风险较低", "level": "ok", "min": 0, "tip": "按课题模型推算的发生风险低于5%"}], "intercept": -4.233, "name": "高尿酸血症风险 · Logistic 模型（集团课题）", "note": "模型在男性机务／机辆段职工中拟合。系统未采集的模型变量（学历、工种、司机类型、四项家族史、二手烟接触、每日久坐、糖化血红蛋白、维生素D、左右踝肱指数、GAD7、社会支持、职业紧张）按参照组（0）处理，结果宜偏保守看待。", "on": 0, "ref": "课题原始系数，未按集团现行体检人群校准", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司 2025 年课题《男性机车乘务员高尿酸血症影响因素》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} | v2026.11.05-7 |
| 2026-11-05 12:11:37 | 管理员 | cardx.c1 | {"bands": [{"band": "高风险", "level": "sev", "min": 20, "tip": "按课题模型推算的高尿酸血症发生风险≥20%，建议控体重/限嘌呤/限酒并复查尿酸"}, {"band": "风险较高", "level": "high", "min": 10, "tip": "按课题模型推算的发生风险10%–20%，建议关注尿酸与生活方式"}, {"band": "需关注", "level": "mid", "min": 5, "tip": "按课题模型推算的发生风险5%–10%，保持现有健康习惯并定期复查"}, {"band": "风险较低", "level": "ok", "min": 0, "tip": "按课题模型推算的发生风险低于5%"}], "intercept": -4.233, "name": "高尿酸血症风险 · Logistic 模型（集团课题）", "note": "模型在男性机务／机辆段职工中拟合。系统未采集的模型变量（学历、工种、司机类型、四项家族史、二手烟接触、每日久坐、糖化血红蛋白、维生素D、左右踝肱指数、GAD7、社会支持、职业紧张）按参照组（0）处理，结果宜偏保守看待。", "on": 0, "ref": "课题原始系数，未按集团现行体检人群校准", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司 2025 年课题《男性机车乘务员高尿酸血症影响因素》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} → {"bands": [{"band": "高风险", "level": "sev", "min": 20, "tip": "按课题模型推算的高尿酸血症发生风险≥20%，建议控体重/限嘌呤/限酒并复查尿酸"}, {"band": "风险较高", "level": "high", "min": 10, "tip": "按课题模型推算的发生风险10%–20%，建议关注尿酸与生活方式"}, {"band": "需关注", "level": "mid", "min": 5, "tip": "按课题模型推算的发生风险5%–10%，保持现有健康习惯并定期复查"}, {"band": "风险较低", "level": "ok", "min": 0, "tip": "按课题模型推算的发生风险低于5%"}], "intercept": -4.233, "name": "高尿酸血症风险 · Logistic 模型（集团课题）", "note": "模型在男性机务／机辆段职工中拟合。系统未采集的模型变量（学历、工种、司机类型、四项家族史、二手烟接触、每日久坐、糖化血红蛋白、维生素D、左右踝肱指数、GAD7、社会支持、职业紧张）按参照组（0）处理，结果宜偏保守看待。", "on": 1, "ref": "课题原始系数，未按集团现行体检人群校准", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司 2025 年课题《男性机车乘务员高尿酸血症影响因素》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} | v2026.11.05-6 |
| 2026-11-05 12:11:01 | 劳卫部（课题成果导入） | cardx.c1 | {"bands": [{"band": "高风险", "level": "sev", "min": 20, "tip": "按课题模型推算的高尿酸血症发生风险≥20%，建议控体重/限嘌呤/限酒并复查尿酸"}, {"band": "风险较高", "level": "high", "min": 10, "tip": "按课题模型推算的发生风险10%–20%，建议关注尿酸与生活方式"}, {"band": "需关注", "level": "mid", "min": 5, "tip": "按课题模型推算的发生风险5%–10%，保持现有健康习惯并定期复查"}, {"band": "风险较低", "level": "ok", "min": 0, "tip": "按课题模型推算的发生风险低于5%"}], "intercept": -4.233, "name": "高尿酸血症风险 · Logistic 模型（集团课题）", "note": "模型在男性机务／机辆段职工中拟合。系统未采集的模型变量（学历、工种、司机类型、四项家族史、二手烟接触、每日久坐、糖化血红蛋白、维生素D、左右踝肱指数、GAD7、社会支持、职业紧张）按参照组（0）处理，结果宜偏保守看待。", "on": 1, "ref": "课题原始系数，未按集团现行体检人群校准", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司 2025 年课题《男性机车乘务员高尿酸血症影响因素》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} → {"bands": [{"band": "高风险", "level": "sev", "min": 20, "tip": "按课题模型推算的高尿酸血症发生风险≥20%，建议控体重/限嘌呤/限酒并复查尿酸"}, {"band": "风险较高", "level": "high", "min": 10, "tip": "按课题模型推算的发生风险10%–20%，建议关注尿酸与生活方式"}, {"band": "需关注", "level": "mid", "min": 5, "tip": "按课题模型推算的发生风险5%–10%，保持现有健康习惯并定期复查"}, {"band": "风险较低", "level": "ok", "min": 0, "tip": "按课题模型推算的发生风险低于5%"}], "intercept": -4.233, "name": "高尿酸血症风险 · Logistic 模型（集团课题）", "note": "模型在男性机务／机辆段职工中拟合。系统未采集的模型变量（学历、工种、司机类型、四项家族史、二手烟接触、每日久坐、糖化血红蛋白、维生素D、左右踝肱指数、GAD7、社会支持、职业紧张）按参照组（0）处理，结果宜偏保守看待。", "on": 0, "ref": "课题原始系数，未按集团现行体检人群校准", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司 2025 年课题《男性机车乘务员高尿酸血症影响因素》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} | v2026.11.05-5 |
| 2026-11-05 12:06:49 | 劳卫部（课题成果导入） | cardx.c1 | {"bands": [{"band": "高风险", "level": "sev", "min": 20, "tip": "按课题模型推算的高尿酸血症发生风险≥20%，建议控体重/限嘌呤/限酒并复查尿酸"}, {"band": "风险较高", "level": "high", "min": 10, "tip": "按课题模型推算的发生风险10%–20%，建议关注尿酸与生活方式"}, {"band": "需关注", "level": "mid", "min": 5, "tip": "按课题模型推算的发生风险5%–10%，保持现有健康习惯并定期复查"}, {"band": "风险较低", "level": "ok", "min": 0, "tip": "按课题模型推算的发生风险低于5%"}], "intercept": -4.233, "name": "高尿酸血症风险 · Logistic 模型（集团课题）", "note": "适用范围：男性机务／机辆段职工。系统未采集的模型变量（学历、工种、司机类型、四项家族史、二手烟接触、每日久坐、糖化血红蛋白、维生素D、左右踝肱指数、GAD7、社会支持、职业紧张）按参照组（0）处理，结果偏保守看待。", "on": 1, "ref": "课题原始系数，未按集团现行体检人群校准", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司 2025 年课题《男性机车乘务员高尿酸血症影响因素》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} → {"bands": [{"band": "高风险", "level": "sev", "min": 20, "tip": "按课题模型推算的高尿酸血症发生风险≥20%，建议控体重/限嘌呤/限酒并复查尿酸"}, {"band": "风险较高", "level": "high", "min": 10, "tip": "按课题模型推算的发生风险10%–20%，建议关注尿酸与生活方式"}, {"band": "需关注", "level": "mid", "min": 5, "tip": "按课题模型推算的发生风险5%–10%，保持现有健康习惯并定期复查"}, {"band": "风险较低", "level": "ok", "min": 0, "tip": "按课题模型推算的发生风险低于5%"}], "intercept": -4.233, "name": "高尿酸血症风险 · Logistic 模型（集团课题）", "note": "模型在男性机务／机辆段职工中拟合。系统未采集的模型变量（学历、工种、司机类型、四项家族史、二手烟接触、每日久坐、糖化血红蛋白、维生素D、左右踝肱指数、GAD7、社会支持、职业紧张）按参照组（0）处理，结果宜偏保守看待。", "on": 1, "ref": "课题原始系数，未按集团现行体检人群校准", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司 2025 年课题《男性机车乘务员高尿酸血症影响因素》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} | v2026.11.05-4 |
| 2026-11-05 12:04:31 | 劳卫部（课题成果导入） | cardx.c1 | {"bands": [{"band": "高风险", "level": "sev", "min": 20, "tip": "按课题模型推算的高尿酸血症发生风险≥20%，建议控体重/限嘌呤/限酒并复查尿酸"}, {"band": "风险较高", "level": "high", "min": 10, "tip": "按课题模型推算的发生风险10%–20%，建议关注尿酸与生活方式"}, {"band": "需关注", "level": "mid", "min": 5, "tip": "按课题模型推算的发生风险5%–10%，保持现有健康习惯并定期复查"}, {"band": "风险较低", "level": "ok", "min": 0, "tip": "按课题模型推算的发生风险低于5%"}], "intercept": -4.233, "name": "高尿酸血症风险 · Logistic 模型（集团课题）", "on": 1, "sort": 13, "src": "集团公司 2025 年课题《男性机车乘务员高尿酸血症影响因素》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} → {"bands": [{"band": "高风险", "level": "sev", "min": 20, "tip": "按课题模型推算的高尿酸血症发生风险≥20%，建议控体重/限嘌呤/限酒并复查尿酸"}, {"band": "风险较高", "level": "high", "min": 10, "tip": "按课题模型推算的发生风险10%–20%，建议关注尿酸与生活方式"}, {"band": "需关注", "level": "mid", "min": 5, "tip": "按课题模型推算的发生风险5%–10%，保持现有健康习惯并定期复查"}, {"band": "风险较低", "level": "ok", "min": 0, "tip": "按课题模型推算的发生风险低于5%"}], "intercept": -4.233, "name": "高尿酸血症风险 · Logistic 模型（集团课题）", "note": "适用范围：男性机务／机辆段职工。系统未采集的模型变量（学历、工种、司机类型、四项家族史、二手烟接触、每日久坐、糖化血红蛋白、维生素D、左右踝肱指数、GAD7、社会支持、职业紧张）按参照组（0）处理，结果偏保守看待。", "on": 1, "ref": "课题原始系数，未按集团现行体检人群校准", "scope": {"gender": "男", "units": ["机务", "机辆"]}, "sort": 13, "src": "集团公司 2025 年课题《男性机车乘务员高尿酸血症影响因素》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} | v2026.11.05-3 |
| 2026-11-05 11:56:41 | 劳卫部（课题成果导入） | cardx.c1 | {} → {"bands": [{"band": "高风险", "level": "sev", "min": 20, "tip": "按课题模型推算的高尿酸血症发生风险≥20%，建议控体重/限嘌呤/限酒并复查尿酸"}, {"band": "风险较高", "level": "high", "min": 10, "tip": "按课题模型推算的发生风险10%–20%，建议关注尿酸与生活方式"}, {"band": "需关注", "level": "mid", "min": 5, "tip": "按课题模型推算的发生风险5%–10%，保持现有健康习惯并定期复查"}, {"band": "风险较低", "level": "ok", "min": 0, "tip": "按课题模型推算的发生风险低于5%"}], "intercept": -4.233, "name": "高尿酸血症风险 · Logistic 模型（集团课题）", "on": 1, "sort": 13, "src": "集团公司 2025 年课题《男性机车乘务员高尿酸血症影响因素》二元 Logistic 回归（原始指标池 Model4）", "transform": "sigmoid", "type": "formula", "vars": [{"coef": 0.04, "expr": "age", "label": "年龄", "miss": "na"}, {"coef": 0.077, "expr": "\"徐州机务段\" in unit", "label": "徐州机务段", "miss": "0"}, {"coef": 0.013, "expr": "\"合肥机务段\" in unit", "label": "合肥机务段", "miss": "0"}, {"coef": 0.235, "expr": "\"南京东机辆段\" in unit", "label": "南京东机辆段", "miss": "0"}, {"coef": 0.649, "expr": "\"上海机辆段\" in unit", "label": "上海机辆段", "miss": "0"}, {"coef": -1.005, "expr": "\"未婚\" in marriage", "label": "未婚", "miss": "0"}, {"coef": -0.701, "expr": "\"已婚\" in marriage", "label": "已婚", "miss": "0"}, {"coef": 1.244, "expr": "dis_htn==1", "label": "高血压患病", "miss": "0"}, {"coef": 2.043, "expr": "dis_lip==1", "label": "血脂异常", "miss": "0"}, {"coef": 0.032, "expr": "bmi", "label": "体质指数", "miss": "na"}, {"coef": 0.287, "expr": "fbg", "label": "空腹血糖", "miss": "na"}, {"coef": -0.13, "expr": "tg", "label": "甘油三酯", "miss": "na"}, {"coef": -0.38, "expr": "ldl", "label": "低密度脂蛋白", "miss": "na"}, {"coef": -0.011, "expr": "hcy", "label": "同型半胱氨酸", "miss": "0"}, {"coef": -0.741, "expr": "abi_l", "label": "左踝肱指数", "miss": "0"}, {"coef": 0.654, "expr": "abi_r", "label": "右踝肱指数", "miss": "0"}, {"coef": 0.0, "expr": "waist", "label": "腰围", "miss": "0"}, {"coef": -0.016, "expr": "(sbp+dbp)/2", "label": "平均血压", "miss": "na"}, {"coef": 0.047, "expr": "diet_index", "label": "健康膳食指数", "miss": "0"}, {"coef": -0.439, "expr": "smoke==\"从不吸烟\"", "label": "从不吸烟", "miss": "0"}, {"coef": -0.182, "expr": "smoke==\"已戒烟\"", "label": "已戒烟", "miss": "0"}, {"coef": -0.03, "expr": "smoke==\"目前每天吸烟\"", "label": "每日吸烟", "miss": "0"}, {"coef": -0.524, "expr": "drink==\"是\"", "label": "饮酒", "miss": "0"}, {"coef": -0.379, "expr": "drink==\"否/极少饮酒\"", "label": "不饮酒", "miss": "0"}, {"coef": 0.0, "expr": "met", "label": "运动当量 MET", "miss": "0"}, {"coef": 0.102, "expr": "psqi", "label": "PSQI 得分", "miss": "0"}]} | v2026.11.05-2 |