{"id":"W2921982674","doi":"10.1097/acm.0000000000002693","title":"Aligning and Applying the Paradigms and Practices of Education","year":2019,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Wilson Centre; Toronto East General Hospital; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Higher education; Medical education; MEDLINE; Psychology; Sociology; Engineering ethics; Mathematics education; Pedagogy; Political science; Medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002553797,0.00004293131,0.00008619287,0.00005123489,0.0001909753,0.000009737139,0.00009091314,0.00005859983,0.0001555357],"category_scores_gemma":[0.003024844,0.00002776114,0.000003655051,0.0002144664,0.0003458096,0.0002591869,0.00001568258,0.0002979055,0.000006521047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001061794,"about_ca_system_score_gemma":0.0001602486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001092728,"about_ca_topic_score_gemma":0.0000102192,"domain_scores_codex":[0.9992387,0.000226277,0.0001458518,0.000105603,0.0001959293,0.00008761375],"domain_scores_gemma":[0.998124,0.001178179,0.0005241855,0.00006576347,0.00007241943,0.00003544586],"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":[0.00001390247,0.000007304272,0.2486976,0.00006105431,0.00002105435,6.971879e-8,0.286591,5.015017e-7,0.002817907,0.3863472,0.006967268,0.06847513],"study_design_scores_gemma":[0.0001039535,0.00002515193,0.01498401,0.0000981711,0.00001830018,0.000002655138,0.2364212,0.00001164149,0.00004547762,0.001405551,0.7468449,0.00003900132],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8713899,0.002967099,0.00002295136,0.05335005,0.0005719236,0.0003641875,8.692727e-8,0.00001235888,0.07132149],"genre_scores_gemma":[0.9926252,0.001458037,0.00005949432,0.001506989,0.000450145,0.0000220447,0.000001178469,0.000003169737,0.003873767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7398776,"threshold_uncertainty_score":0.3621239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1076573447087503,"score_gpt":0.4866933948971391,"score_spread":0.3790360501883889,"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."}}