{"id":"W4405243646","doi":"10.1097/xcs.0000000000001254","title":"Equity Landscape in Healthcare Quality: A Mixed-Methods Study of Efforts Within Surgical Quality Programs","year":2024,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Toronto General Hospital; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Equity (law); Workforce; Health care; Health equity; Population health; Public relations; Population; Quality management; Nursing; Marketing; Environmental health; Business; Public health; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03884736,0.0005723531,0.0008733956,0.003841115,0.00381616,0.003915636,0.001476896,0.001348914,0.002716741],"category_scores_gemma":[0.04728419,0.0009581324,0.00119963,0.004129116,0.00231981,0.005547749,0.004459702,0.001575193,0.0003347238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006029611,"about_ca_system_score_gemma":0.008808727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008479861,"about_ca_topic_score_gemma":0.01808622,"domain_scores_codex":[0.9737226,0.01859578,0.002235501,0.001475014,0.002054338,0.001916666],"domain_scores_gemma":[0.9615225,0.02500581,0.006499421,0.001799125,0.003809888,0.001363207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006475854,0.005605967,0.5135103,0.001840137,0.000384293,0.0006150662,0.4100186,0.0002325673,0.0006889968,0.002032688,0.001419042,0.06300479],"study_design_scores_gemma":[0.0002484634,0.004340768,0.3506095,0.001756396,0.0002711213,0.0004060127,0.6320179,0.001577365,0.0007773481,0.001470908,0.00642257,0.0001016372],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941599,0.0004975843,0.001586563,0.000371369,0.00001454344,0.002059836,0.0002594654,0.000008110826,0.00104258],"genre_scores_gemma":[0.9858699,0.0006541053,0.005392742,0.0007755479,0.00004023568,0.006327613,0.0002710727,0.00001731271,0.0006515291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03884736,"threshold_uncertainty_score":0.2054469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1033274367544991,"score_gpt":0.5294702679026532,"score_spread":0.4261428311481541,"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."}}