{"id":"W4381322998","doi":"10.36834/cmej.74949","title":"A comparative analysis of graduate preparedness for a career in General Internal Medicine before and after national subspecialty recognition to inform curricular changes: have we met the mark?","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Toronto; Ottawa Hospital; Dalhousie University; University of Ottawa","funders":"","keywords":"Preparedness; Subspecialty; Medical education; Curriculum; Medicine; Certification; Psychology; Family medicine; Political science; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004424843,0.0001590817,0.0002870374,0.0014847,0.0009606334,0.0009221291,0.000731233,0.0005826348,0.0020081],"category_scores_gemma":[0.02011751,0.0001483126,0.000490888,0.001467494,0.0009472282,0.0007303311,0.001260129,0.001014033,0.0001995217],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007077702,"about_ca_system_score_gemma":0.01351706,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1630499,"about_ca_topic_score_gemma":0.2813616,"domain_scores_codex":[0.9976686,0.0004028748,0.0001376123,0.0002310371,0.0008458075,0.0007140224],"domain_scores_gemma":[0.9869371,0.002522568,0.002358933,0.0003258717,0.002880899,0.004974572],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003335598,0.0002339401,0.9530657,0.0001375905,0.00006546445,0.0001268586,0.01231197,0.00008800229,0.0005111321,0.0001736409,0.001351243,0.03160091],"study_design_scores_gemma":[0.000004664464,0.0001697922,0.995297,0.0000214595,0.000005667805,0.00001460126,0.003946611,0.00003197124,0.0000368576,0.00001302456,0.0004533321,0.000004919186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979569,0.0002203636,0.00005540166,0.0004646359,0.00001741481,0.00003065934,0.0001589783,0.000004922258,0.001090755],"genre_scores_gemma":[0.9991125,0.0001293247,0.0001471206,0.0001066199,0.00001080509,0.00002108204,0.0002195522,0.000002721093,0.0002501463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9955751,"threshold_uncertainty_score":0.3242016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06434795001867714,"score_gpt":0.3865237161437082,"score_spread":0.3221757661250311,"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."}}