{"id":"W4220822351","doi":"10.1080/0142159x.2022.2041585","title":"Ready, set, go! Evaluating readiness to implement competency-based medical education","year":2022,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Queen's University; University of Calgary; University of Alberta; University of Toronto; Royal College of Physicians and Surgeons of Canada; University of Ottawa","funders":"","keywords":"Competence (human resources); Curriculum; Medical education; Psychology; Medicine; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"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":[0.006746654,0.0003511538,0.0003154992,0.001367324,0.0009255889,0.001163961,0.00072491,0.000397956,0.004043409],"category_scores_gemma":[0.0211587,0.0001828651,0.0006729933,0.0007082641,0.0005991283,0.0007788735,0.0013201,0.001016861,0.0005876726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00521337,"about_ca_system_score_gemma":0.01563186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1307826,"about_ca_topic_score_gemma":0.2645677,"domain_scores_codex":[0.9959705,0.0009295371,0.0002403829,0.0001139123,0.001766953,0.0009787779],"domain_scores_gemma":[0.9883459,0.001883529,0.001939359,0.000219616,0.004451076,0.003160585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002860053,0.001057609,0.8777478,0.0003227103,0.00009348058,0.00003986417,0.003115559,0.0005555562,0.0008325368,0.0003189698,0.004302553,0.1113274],"study_design_scores_gemma":[0.00002607145,0.001088019,0.9902033,0.0001647813,0.00003249246,0.00002879639,0.003316656,0.0008226113,0.001129562,0.0001194571,0.0030379,0.00003040977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892988,0.0002634698,0.0008232719,0.0009857175,0.0000319104,0.0005954704,0.0004774808,0.00007828698,0.007445488],"genre_scores_gemma":[0.9955641,0.0002013908,0.002380524,0.0001030496,0.000007739419,0.0001889392,0.0004346226,0.000008964007,0.001110789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1307826,"threshold_uncertainty_score":0.2600427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05548209588102013,"score_gpt":0.4503296907305934,"score_spread":0.3948475948495732,"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."}}