{"id":"W3041165135","doi":"10.1016/j.amsu.2020.07.006","title":"Divides of identity in medicine and surgery: A review of duty-hour policy preference","year":2020,"lang":"en","type":"review","venue":"Annals of Medicine and Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Warrant; Context (archaeology); Duty; Identity (music); Medicine; Preference; Convergence (economics); Unification; Health care; Identification (biology); Similarity (geometry); Principal (computer security); Law; 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":[0.00402812,0.0008192522,0.002379496,0.005664797,0.0005717705,0.002067453,0.001430545,0.002047967,0.003016125],"category_scores_gemma":[0.009049918,0.0005431066,0.0009668777,0.008553662,0.002246388,0.003295461,0.001416391,0.00239718,0.000596681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002965924,"about_ca_system_score_gemma":0.005370418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005622944,"about_ca_topic_score_gemma":0.01076931,"domain_scores_codex":[0.9985625,0.0005195928,0.0002768211,0.0001963671,0.0003631423,0.00008157135],"domain_scores_gemma":[0.9930154,0.005519385,0.0005961377,0.00008945225,0.0006205674,0.0001590696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007991125,0.00005202147,0.0004368834,0.08339719,0.0003250536,0.00007438043,0.0004840241,0.0002637091,0.0001233411,0.01595684,0.02161653,0.8771901],"study_design_scores_gemma":[0.00003411057,0.0001241704,0.004076198,0.1282904,0.0005988147,0.0009097136,0.001045313,0.0001178188,0.0001422422,0.007931036,0.8566717,0.00005843229],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000417418,0.9993229,0.00002328562,0.000304041,0.00007180766,0.00000176835,0.000004867967,8.031445e-7,0.0002287793],"genre_scores_gemma":[0.0007070937,0.9988864,0.00006864242,0.0002000414,0.00007454988,0.000003337406,0.000008520602,6.832012e-7,0.00005065548],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005664797,"threshold_uncertainty_score":0.02151942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4397683598840857,"score_gpt":0.4705093886668572,"score_spread":0.03074102878277146,"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."}}