{"id":"W4411348721","doi":"10.4300/jgme-d-24-00814.1","title":"Interactive Teaching Strategies for Accreditation Success: Insights From a Canadian Residency Program","year":2025,"lang":"en","type":"article","venue":"Journal of Graduate Medical Education","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University","keywords":"Accreditation; Medical education; Graduate medical education; MEDLINE; Data science; Computer science; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0106361,0.0007345369,0.0005086329,0.002226046,0.03652513,0.01036427,0.004671058,0.00248134,0.006627609],"category_scores_gemma":[0.01674988,0.0005660756,0.0005728989,0.002207136,0.01004607,0.003252658,0.00736561,0.00617891,0.0005791591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06887721,"about_ca_system_score_gemma":0.1441178,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8353529,"about_ca_topic_score_gemma":0.9542326,"domain_scores_codex":[0.9861064,0.006232778,0.0001693298,0.0005703878,0.003188661,0.003732582],"domain_scores_gemma":[0.9751635,0.007998459,0.001060989,0.0003393293,0.004641537,0.01079613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007034916,0.001209251,0.01387406,0.0003054695,0.00002446607,0.002013534,0.9034246,0.0001972901,0.0006981991,0.008039082,0.02265208,0.04749162],"study_design_scores_gemma":[0.00003550298,0.0001791641,0.01628256,0.0004662866,0.00002339478,0.0004119971,0.8805529,0.0005168908,0.0002918148,0.001331909,0.09982641,0.00008115971],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8398584,0.001858223,0.002164964,0.03531887,0.0004621627,0.0005108771,0.000139576,0.0001159828,0.119571],"genre_scores_gemma":[0.9699017,0.00177149,0.004420088,0.004621574,0.0000669646,0.0001341781,0.00008017786,0.0001035279,0.01890033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1646471,"threshold_uncertainty_score":0.4997414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0389014979360425,"score_gpt":0.4740649876426952,"score_spread":0.4351634897066528,"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."}}