{"id":"W2998319812","doi":"10.1111/medu.14037","title":"Approaching culture in medical education: Three perspectives","year":2019,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Sociology; Facilitator; Perspective (graphical); Organizational culture; Culture change; Identity (music); Epistemology; Narrative; Social psychology; Psychology; Public relations; Aesthetics; Social science; 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":[0.02423212,0.002082306,0.001185815,0.008568597,0.01345267,0.02964028,0.003476411,0.008771448,0.00310455],"category_scores_gemma":[0.01753287,0.0006966196,0.001824114,0.00747528,0.08306943,0.02676315,0.02217267,0.01619227,0.0005583916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02167326,"about_ca_system_score_gemma":0.01725603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006661825,"about_ca_topic_score_gemma":0.005220918,"domain_scores_codex":[0.9671876,0.02528191,0.001012093,0.001020479,0.00388239,0.00161547],"domain_scores_gemma":[0.9616134,0.02772519,0.002316348,0.001197241,0.003701573,0.003446194],"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":[0.00003712824,0.00004524533,0.001186003,0.0006931963,0.00002557115,0.0004042441,0.1418925,0.0002479865,0.0001459192,0.8277993,0.003112394,0.02441063],"study_design_scores_gemma":[0.00002697542,0.00009347244,0.001171446,0.004620005,0.00004103137,0.0006242941,0.2838376,0.0007003163,0.0004674349,0.5661201,0.142221,0.00007629712],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05426127,0.1928092,0.05293496,0.4682856,0.006049694,0.00021096,0.000116115,0.00009623634,0.225236],"genre_scores_gemma":[0.8542106,0.09035299,0.02056661,0.02678996,0.002270809,0.0003864389,0.00006559165,0.00007907073,0.005277945],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02964028,"threshold_uncertainty_score":0.1572512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008834976450171917,"score_gpt":0.3493015256102578,"score_spread":0.3404665491600859,"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."}}