{"id":"W2736477263","doi":"10.1097/acm.0000000000001826","title":"Medicine as a Community of Practice: Implications for Medical Education","year":2017,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":436,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Variety (cybernetics); Experiential learning; Community of practice; Construct (python library); Identity (music); Community practice; Learning community; Value (mathematics); Sociology; Psychology; Pedagogy; Medical education; Public relations; Engineering ethics; Medicine; Computer science; Political science; Nursing","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":[0.0166193,0.0006862852,0.001103481,0.00242413,0.008473669,0.009644371,0.00375201,0.008556648,0.0189833],"category_scores_gemma":[0.0447626,0.0004660035,0.0008077802,0.002634207,0.01617081,0.01647866,0.01065531,0.006279506,0.001448931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008384267,"about_ca_system_score_gemma":0.03076908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01256469,"about_ca_topic_score_gemma":0.01923367,"domain_scores_codex":[0.9860356,0.01082871,0.0004073945,0.0005620474,0.001124405,0.001041774],"domain_scores_gemma":[0.9266685,0.04619547,0.002461236,0.00177896,0.005844089,0.01705185],"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":[0.0001364898,0.0005224022,0.005971043,0.001865812,0.00004599597,0.00200821,0.03056166,0.001481617,0.0001326333,0.6543666,0.07467158,0.2282361],"study_design_scores_gemma":[0.00009842087,0.0001759029,0.004263045,0.005677171,0.00004159782,0.001469658,0.1019464,0.002606156,0.0001670643,0.6384782,0.244976,0.0001004202],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01027849,0.03504583,0.01005324,0.8949093,0.003243663,0.0002680896,0.00007189898,0.00008139867,0.04604812],"genre_scores_gemma":[0.7907868,0.06607904,0.04535344,0.07478956,0.007220614,0.001616346,0.0001171597,0.00008012199,0.01395681],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0189833,"threshold_uncertainty_score":0.08789235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07955987813421513,"score_gpt":0.5359376345768649,"score_spread":0.4563777564426498,"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."}}