{"id":"W2921833455","doi":"10.1111/medu.13823","title":"When I say … community of practice","year":2019,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of British Columbia","funders":"","keywords":"Term (time); Community practice; Psychology; Medical education; Epistemology; Computer science; Medicine; Sociology; Nursing; Philosophy","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":[0.01094566,0.000484124,0.0006498639,0.001398304,0.008058766,0.01314396,0.001574225,0.008061008,0.0221265],"category_scores_gemma":[0.06937547,0.0003814073,0.0005786727,0.001546432,0.0186135,0.01540052,0.01188374,0.01094899,0.01074311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004443951,"about_ca_system_score_gemma":0.01004382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004094499,"about_ca_topic_score_gemma":0.006366616,"domain_scores_codex":[0.9665586,0.01928273,0.001312656,0.002167585,0.007600465,0.003078052],"domain_scores_gemma":[0.965615,0.01383432,0.003547458,0.002647579,0.007947091,0.006408514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004283821,0.00003572671,0.0008705331,0.000476772,0.00001749026,0.0003106126,0.08087859,0.00007111708,0.000395669,0.2876823,0.5645808,0.06463768],"study_design_scores_gemma":[0.00000792322,0.00002356406,0.0004331853,0.0008187713,0.000004850661,0.0002130981,0.01753752,0.00004285262,0.0001367152,0.0277465,0.9530093,0.00002570475],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005880784,0.006732319,0.01503065,0.5650598,0.02422933,0.000223509,0.0001760561,0.0007454482,0.3819221],"genre_scores_gemma":[0.4590807,0.009580457,0.01989867,0.2900789,0.01008721,0.001129288,0.0004171715,0.001195811,0.2085318],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0221265,"threshold_uncertainty_score":0.0740205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04873135724890156,"score_gpt":0.4644300542250512,"score_spread":0.4156986969761496,"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."}}