{"id":"W4381598308","doi":"10.1007/s10459-023-10248-5","title":"Validity evidence and psychometric evaluation of a socially accountable health index for health professions schools","year":2023,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Social Sciences and Humanities Research Council; Social Sciences and Humanities Research Council of Canada","keywords":"Confirmatory factor analysis; Exploratory factor analysis; Reliability (semiconductor); Psychology; Applied psychology; Structural equation modeling; Health indicator; Index (typography); Social determinants of health; Psychometrics; Gerontology; Environmental health; Actuarial science; Public health; Statistics; Medicine; Clinical psychology; Computer science; Nursing; Mathematics; Business","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02963226,0.000442234,0.0006480446,0.004195873,0.001383786,0.00231654,0.001299134,0.0006205075,0.002103851],"category_scores_gemma":[0.07973022,0.0003671864,0.001762413,0.004997386,0.001984083,0.001620604,0.002362865,0.001235096,0.0003096897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004868152,"about_ca_system_score_gemma":0.008197639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04664659,"about_ca_topic_score_gemma":0.05229814,"domain_scores_codex":[0.9834116,0.00485112,0.001616595,0.0007577565,0.008599016,0.0007638949],"domain_scores_gemma":[0.9299519,0.03253861,0.008628181,0.004548282,0.02242354,0.001909461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002527398,0.0005221722,0.917226,0.0002662206,0.0002629467,0.00004793723,0.003883686,0.001585953,0.0004571178,0.002782619,0.002017516,0.07069505],"study_design_scores_gemma":[0.00005321804,0.0006128722,0.9825184,0.0001697856,0.0001275783,0.00004327867,0.003482847,0.007540399,0.000912049,0.001259378,0.003236154,0.00004395275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740858,0.0002446797,0.007547508,0.0006153006,0.0001183993,0.001053712,0.0009684151,0.000103413,0.01526269],"genre_scores_gemma":[0.9901163,0.0001023527,0.007818079,0.00006520918,0.00002961967,0.0006084181,0.0008151762,0.00001916487,0.0004256374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04664659,"threshold_uncertainty_score":0.1567122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2688394779834193,"score_gpt":0.6225227098213254,"score_spread":0.3536832318379061,"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."}}