{"id":"W4213254016","doi":"10.7759/cureus.22344","title":"Competency-Based Medical Education: Are Canadian Pediatric Anesthesiologists Ready?","year":2022,"lang":"en","type":"article","venue":"Cureus","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto; British Columbia Children's Hospital","funders":"","keywords":"Medicine; Curriculum; Likert scale; Medical education; Quarter (Canadian coin); House staff; Family medicine; Psychology; 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":[0.002904363,0.0001986329,0.0001767701,0.0009917874,0.002301859,0.001927994,0.000904567,0.0006388166,0.005613741],"category_scores_gemma":[0.02349996,0.0001234245,0.000143578,0.001939636,0.001432569,0.00118019,0.001158198,0.001298205,0.0003705492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02595833,"about_ca_system_score_gemma":0.09345133,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9068126,"about_ca_topic_score_gemma":0.9433733,"domain_scores_codex":[0.9968293,0.000298569,0.0001292029,0.0001809958,0.001871509,0.0006903934],"domain_scores_gemma":[0.9792525,0.001452194,0.002257664,0.0001835443,0.009634771,0.007219229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001300062,0.0002028747,0.3645923,0.001251632,0.00002136188,0.000656655,0.007078479,0.0003941668,0.0005473641,0.007086556,0.1690431,0.4489955],"study_design_scores_gemma":[0.00003306666,0.0001275477,0.8218147,0.002048128,0.00003026526,0.0006862462,0.01686835,0.000630038,0.0004101461,0.001367533,0.1559169,0.00006723748],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4507772,0.03343752,0.002062395,0.4092327,0.002071392,0.0002496419,0.002527814,0.0001567506,0.09948464],"genre_scores_gemma":[0.9708489,0.01568864,0.002437935,0.007179627,0.0003702994,0.00005595569,0.0007987808,0.00001836827,0.00260142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09318739,"threshold_uncertainty_score":0.1883417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01518685054569797,"score_gpt":0.2746515574065524,"score_spread":0.2594647068608544,"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."}}