{"id":"W2172992658","doi":"10.1111/medu.12836","title":"Exploring patterns and pattern languages of medical education","year":2015,"lang":"en","type":"article","venue":"Medical Education","topic":"Software Engineering and Design Patterns","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; South Health Campus; University of Calgary","funders":"","keywords":"Scholarship; Field (mathematics); Engineering ethics; Computer science; Sociology; Mathematics education; Medical education; Psychology; Medicine; Political science; Engineering","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":[0.007837654,0.0004727134,0.0003611921,0.002981753,0.002090045,0.007909334,0.001157387,0.001561901,0.003289444],"category_scores_gemma":[0.01540487,0.0005233809,0.0008716755,0.003757102,0.0133514,0.01724709,0.004467373,0.002031458,0.0004198382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003310246,"about_ca_system_score_gemma":0.004171401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003751926,"about_ca_topic_score_gemma":0.004104125,"domain_scores_codex":[0.9913101,0.006164944,0.0005448218,0.0007119016,0.0009701205,0.0002981943],"domain_scores_gemma":[0.9838636,0.01156265,0.001640285,0.001557766,0.0009978652,0.0003778594],"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":[0.00001404186,0.00001850203,0.002215604,0.0001650994,0.00001335356,0.0001977998,0.02350602,0.001345406,0.0003417584,0.945531,0.0008623877,0.02578909],"study_design_scores_gemma":[0.0000177362,0.0000375417,0.001065466,0.0002611322,0.00001834156,0.0005048761,0.01691039,0.006542352,0.0006984734,0.8967265,0.07719183,0.00002538772],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09847443,0.002409281,0.7918178,0.02404471,0.0002040033,0.0002489642,0.0001965906,0.0003587586,0.08224536],"genre_scores_gemma":[0.75912,0.001394478,0.2316529,0.000938708,0.00005743755,0.0003352475,0.000174485,0.0001081031,0.006218543],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007909334,"threshold_uncertainty_score":0.04144996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0704854648717815,"score_gpt":0.3714717780504223,"score_spread":0.3009863131786408,"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."}}