{"id":"W4396872773","doi":"10.1097/acm.0000000000005765","title":"Perspectivism and Health Professions Assessment","year":2024,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Perspectivism; Epistemology; Humility; Scholarship; Sociology; Philosophy; 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":[0.03477115,0.0007710133,0.0005979816,0.004351607,0.008832623,0.01558916,0.001867208,0.003321381,0.005347003],"category_scores_gemma":[0.02730213,0.0004563222,0.001220581,0.00279891,0.06884859,0.01183448,0.01533519,0.007096838,0.0008805979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01067855,"about_ca_system_score_gemma":0.008145535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002891491,"about_ca_topic_score_gemma":0.00190603,"domain_scores_codex":[0.9436049,0.04479277,0.001392568,0.00216822,0.00662494,0.00141668],"domain_scores_gemma":[0.9642606,0.02462552,0.002683112,0.002498606,0.004716482,0.001215702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007520705,0.00001122134,0.0003399407,0.00007403645,0.00000603672,0.00003874635,0.01481473,0.0001973219,0.00006605052,0.9784732,0.0007384433,0.005232738],"study_design_scores_gemma":[0.00001234567,0.00002458628,0.0003007338,0.0003816848,0.00001012827,0.0001171957,0.01204585,0.001023703,0.0003576417,0.9201396,0.0655708,0.00001590716],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0386006,0.005241788,0.2999161,0.06799846,0.001501777,0.000278579,0.00006462826,0.0001964614,0.5862016],"genre_scores_gemma":[0.9368749,0.00169162,0.0443761,0.003788064,0.0004308432,0.000252921,0.00006493441,0.0001235658,0.01239703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03477115,"threshold_uncertainty_score":0.1838897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07470903844157792,"score_gpt":0.509585632306947,"score_spread":0.434876593865369,"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."}}