{"id":"W1490917104","doi":"10.1186/1472-6920-8-37","title":"Factors associated with the subspecialty choices of internal medicine residents in Canada","year":2008,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; St. Michael's Hospital; Toronto General Hospital; University of Toronto","funders":"Dalhousie University; Fondation pour la Recherche Médicale; McMaster University; McGill University","keywords":"Subspecialty; Specialty; Focus group; Salary; Medicine; Mentorship; Internal medicine; Graduate medical education; Medical education; Geriatrics; Family medicine; Accreditation","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001028349,0.00005610992,0.0001395757,0.00004759949,0.0001635899,0.000003987881,0.0004330505,0.00005192978,0.001164117],"category_scores_gemma":[0.005452127,0.00003275348,0.0000136742,0.0003398995,0.0006027385,0.00006825606,0.00002136572,0.0001584915,8.035865e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004411483,"about_ca_system_score_gemma":0.01448263,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9678552,"about_ca_topic_score_gemma":0.9975236,"domain_scores_codex":[0.9974765,0.0002471694,0.0001665869,0.00009796348,0.001862899,0.0001488545],"domain_scores_gemma":[0.9988308,0.0006633098,0.0001248986,0.0000820748,0.000129229,0.0001696649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009110682,0.00004587015,0.9477479,0.000006274069,0.000007572449,0.000002092602,0.01318406,9.124161e-7,4.587788e-7,0.000345319,0.03812199,0.0005284135],"study_design_scores_gemma":[0.0002863411,0.00002201354,0.9337276,0.0002184576,0.00001030462,3.024838e-7,0.06215105,0.000004385425,0.000006387881,0.00004122174,0.003494104,0.0000377938],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827901,0.0001238965,0.00001326709,0.004716118,0.000753456,0.00009461887,0.000001315557,0.000005764511,0.01150144],"genre_scores_gemma":[0.9975574,0.00006690113,0.000002801641,0.001054101,0.0003150987,0.000002880382,0.00001102264,0.000002374158,0.0009874459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.048967,"threshold_uncertainty_score":0.9997489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05730474252126577,"score_gpt":0.3160112084694578,"score_spread":0.2587064659481921,"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."}}