{"id":"W2807061300","doi":"10.1097/acm.0000000000002306","title":"The Matrix: Moving From Principles to Pragmatics in Medical School Curriculum Renewal","year":2018,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Curriculum; Curriculum mapping; Curriculum theory; Context (archaeology); Curriculum development; Computer science; Representation (politics); Emergent curriculum; Session (web analytics); Matrix (chemical analysis); Corporate governance; Sociology; Engineering ethics; Medical education; Mathematics education; Pedagogy; Psychology; Political science; Medicine; Engineering; Management; World Wide Web","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":[0.02897078,0.001023263,0.0005306997,0.005735686,0.00786864,0.01519401,0.002485337,0.002830176,0.006029923],"category_scores_gemma":[0.04416367,0.0008134406,0.0009482187,0.004383302,0.03199124,0.02161404,0.01543813,0.005108361,0.001074586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01105836,"about_ca_system_score_gemma":0.01485222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005210863,"about_ca_topic_score_gemma":0.00946793,"domain_scores_codex":[0.9616622,0.03195367,0.0009333026,0.00135077,0.003173915,0.0009262278],"domain_scores_gemma":[0.9722992,0.01923866,0.001975343,0.002265583,0.002067577,0.002153724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004189899,0.00007130671,0.001358629,0.0004308105,0.00001822781,0.0002028677,0.08870079,0.001502425,0.0007044546,0.7522146,0.01413535,0.1406187],"study_design_scores_gemma":[0.00004245205,0.0001676865,0.001398425,0.0008444801,0.00002088265,0.0003968303,0.07599464,0.004757643,0.001109726,0.5079814,0.4071947,0.00009114428],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.05930641,0.003346787,0.7041786,0.09074854,0.001944282,0.00093408,0.0001843473,0.001684585,0.1376725],"genre_scores_gemma":[0.4542921,0.001882047,0.5255106,0.002871407,0.0002565048,0.001273065,0.0001423943,0.0004567751,0.01331503],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02897078,"threshold_uncertainty_score":0.153214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02373472904835841,"score_gpt":0.3921892351390919,"score_spread":0.3684545060907335,"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."}}