| { |
| "overall": { |
| "Atelectasis": 0.7351027829709765, |
| "Cardiomegaly": 0.869608712461855, |
| "Effusion": 0.7931456817795827, |
| "Infiltration": 0.6982262463172898, |
| "Mass": 0.7597556981784713, |
| "Nodule": 0.6954670379202276, |
| "Pneumonia": 0.6978079193366122, |
| "Pneumothorax": 0.8339796614740216, |
| "Consolidation": 0.7296151069973564, |
| "Edema": 0.8348089616104695, |
| "Emphysema": 0.8334695017832833, |
| "Fibrosis": 0.8020741368118055, |
| "Pleural_Thickening": 0.7388173981626115, |
| "Hernia": 0.8561836215619958, |
| "macro_auc": 0.7770044619547541 |
| }, |
| "gender/male": { |
| "Atelectasis": 0.7403077770124337, |
| "Cardiomegaly": 0.8659152481007557, |
| "Effusion": 0.8060177134379625, |
| "Infiltration": 0.6987948574095132, |
| "Mass": 0.7663905391253147, |
| "Nodule": 0.6869843901252972, |
| "Pneumonia": 0.7066748068339537, |
| "Pneumothorax": 0.8309905108950059, |
| "Consolidation": 0.7280939341968926, |
| "Edema": 0.8313479899509241, |
| "Emphysema": 0.8425993949870355, |
| "Fibrosis": 0.8277929223574569, |
| "Pleural_Thickening": 0.7240340010106282, |
| "Hernia": 0.8390072985023362, |
| "macro_auc": 0.7782108131389649 |
| }, |
| "gender/female": { |
| "Atelectasis": 0.7276984668915789, |
| "Cardiomegaly": 0.8722660968114287, |
| "Effusion": 0.7745799285587129, |
| "Infiltration": 0.6972026368797822, |
| "Mass": 0.74775593467473, |
| "Nodule": 0.7099640905614584, |
| "Pneumonia": 0.6832721491121209, |
| "Pneumothorax": 0.8376609286634006, |
| "Consolidation": 0.7315646311253483, |
| "Edema": 0.8393404701769888, |
| "Emphysema": 0.8162822371968819, |
| "Fibrosis": 0.7671685969693216, |
| "Pleural_Thickening": 0.7600379502563412, |
| "Hernia": 0.8717197279761719, |
| "macro_auc": 0.7740367032753049 |
| }, |
| "age/<40": { |
| "Atelectasis": 0.7481033026814395, |
| "Cardiomegaly": 0.8737040361520367, |
| "Effusion": 0.7964864828624361, |
| "Infiltration": 0.6988841679400225, |
| "Mass": 0.7745584396720302, |
| "Nodule": 0.6942004929952559, |
| "Pneumonia": 0.7098500872623137, |
| "Pneumothorax": 0.8405773407758601, |
| "Consolidation": 0.727322057787174, |
| "Edema": 0.847336470419196, |
| "Emphysema": 0.8426696637322593, |
| "Fibrosis": 0.81687322123071, |
| "Pleural_Thickening": 0.7701753531840247, |
| "Hernia": 0.011943539630836053, |
| "macro_auc": 0.725191761166114 |
| }, |
| "age/40-60": { |
| "Atelectasis": 0.725502172700066, |
| "Cardiomegaly": 0.8790708728208728, |
| "Effusion": 0.7861192045158781, |
| "Infiltration": 0.6961788088602259, |
| "Mass": 0.760383158073992, |
| "Nodule": 0.6921872349363987, |
| "Pneumonia": 0.6753430220205745, |
| "Pneumothorax": 0.8331386607093547, |
| "Consolidation": 0.7249868259132977, |
| "Edema": 0.8193542292199079, |
| "Emphysema": 0.8405780603610017, |
| "Fibrosis": 0.7956674037054138, |
| "Pleural_Thickening": 0.734208236805169, |
| "Hernia": 0.8100568295575303, |
| "macro_auc": 0.7694839085856916 |
| }, |
| "age/>60": { |
| "Atelectasis": 0.7181848570811, |
| "Cardiomegaly": 0.8406015514446192, |
| "Effusion": 0.7957479701730221, |
| "Infiltration": 0.6992008878852698, |
| "Mass": 0.7362272925868178, |
| "Nodule": 0.690249889778759, |
| "Pneumonia": 0.7138989077608004, |
| "Pneumothorax": 0.8328912141155292, |
| "Consolidation": 0.7421501072784288, |
| "Edema": 0.8384952296521446, |
| "Emphysema": 0.8258516682486202, |
| "Fibrosis": 0.7654549139635085, |
| "Pleural_Thickening": 0.7136130444502297, |
| "Hernia": 0.8384648665307477, |
| "macro_auc": 0.7679308857821141 |
| }, |
| "disparities": [ |
| { |
| "class": "Hernia", |
| "subgroup": "age/<40", |
| "overall_auc": 0.8562, |
| "subgroup_auc": 0.0119, |
| "delta": 0.8442, |
| "direction": "underperforms" |
| } |
| ], |
| "summary": { |
| "total_disparities_flagged": 1, |
| "worst_disparity": { |
| "class": "Hernia", |
| "subgroup": "age/<40", |
| "overall_auc": 0.8562, |
| "subgroup_auc": 0.0119, |
| "delta": 0.8442, |
| "direction": "underperforms" |
| }, |
| "recommendation": "Model shows significant performance disparities. Consider reweighting, targeted augmentation, or per-group calibration before clinical deployment." |
| } |
| } |
