{"id":"W4417261765","doi":"10.1093/occmed/kqaf125","title":"The Work Ability Score","year":2025,"lang":"en","type":"article","venue":"Occupational Medicine","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001762624,0.00009505764,0.0001629664,0.00006020934,0.001832583,0.00000312587,0.0001651722,0.0001068682,0.0006977158],"category_scores_gemma":[0.002220523,0.00005409791,0.00002598225,0.0005218946,0.0001807094,0.00003275899,0.00005647411,0.0005315662,0.0002291992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001513032,"about_ca_system_score_gemma":0.0006561676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001385657,"about_ca_topic_score_gemma":0.000106506,"domain_scores_codex":[0.998322,0.0003366203,0.0005011536,0.000183575,0.000281847,0.0003748105],"domain_scores_gemma":[0.9949139,0.004330295,0.000115585,0.0003160553,0.0002097691,0.000114349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002593031,0.000009983102,0.6598095,0.00008996308,0.000008227635,5.838722e-7,0.0003157511,0.000002770242,0.000004980106,0.06194971,0.2655167,0.0120325],"study_design_scores_gemma":[0.0005162665,0.00001839718,0.7024203,0.000542505,0.000009236229,1.141982e-7,0.0003062884,0.00002462339,0.000001221394,0.01527903,0.2808461,0.00003591962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3340348,0.002952431,0.002889585,0.2547434,0.008898183,0.002139132,0.000008076917,0.0002278812,0.3941065],"genre_scores_gemma":[0.9647627,0.0001379661,0.000213625,0.01575625,0.0009613364,0.0002454542,0.00004302615,0.000009282456,0.0178703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.630728,"threshold_uncertainty_score":0.9994669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04898059541962779,"score_gpt":0.4490769781324926,"score_spread":0.4000963827128649,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}