{"id":"W3011573323","doi":"10.36834/cmej.69259","title":"CBME framework to promote transition to senior","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Competence (human resources); Perception; Medical education; Process (computing); Protocol (science); Psychology; Medicine; Nursing; Computer science; Alternative medicine; Social psychology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001982936,0.00009757587,0.0001775431,0.0001762304,0.0001359019,0.00004413359,0.0001245004,0.0001395152,0.02886203],"category_scores_gemma":[0.01211794,0.00007972311,0.00007226973,0.0004237119,0.00001710806,0.00005075423,0.000006985348,0.0006082526,0.000572943],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002225923,"about_ca_system_score_gemma":0.02104878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006790877,"about_ca_topic_score_gemma":0.0006274182,"domain_scores_codex":[0.9987814,0.00002669749,0.0002552697,0.0001613478,0.0004759199,0.0002993115],"domain_scores_gemma":[0.968279,0.00001503791,0.00002429336,0.0001044051,0.000172614,0.03140463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006295941,0.0001368625,0.001197354,0.00005349143,0.00003884577,0.0003901262,0.01637048,0.000006486986,0.0001604298,0.000630046,0.5991902,0.3817627],"study_design_scores_gemma":[0.000301921,0.000468831,0.01014245,0.0005416734,0.00003398039,0.0006631615,0.001669082,0.0000855019,0.00008576954,0.000240879,0.985609,0.0001577544],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2220295,0.00006265191,0.00211041,0.7737386,0.0007493625,0.0002531998,0.000004319782,0.00001705191,0.001034947],"genre_scores_gemma":[0.5328099,0.000009563614,0.009828396,0.4546645,0.00221429,0.00001034129,0.000006886069,0.00001685589,0.0004392764],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3864188,"threshold_uncertainty_score":0.9962034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0108654224819288,"score_gpt":0.3030834516590926,"score_spread":0.2922180291771638,"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."}}