{"id":"W1987749209","doi":"10.1186/1472-6920-13-125","title":"Characteristic profiles among students and junior doctors with specific career preferences","year":2013,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":150,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Japan Society for the Promotion of Science","keywords":"Specialty; Preference; Medicine; Workforce; Medical education; Family medicine; Popularity; Obstetrics and gynaecology; Chart; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0006852362,0.0001775072,0.0002139314,0.001147312,0.0005261297,0.0005459105,0.0001691272,0.0003667893,0.001594188],"category_scores_gemma":[0.004384241,0.0001257427,0.000363281,0.0009652587,0.0003037479,0.0003455306,0.0006739592,0.0003323178,0.0002446637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003943767,"about_ca_system_score_gemma":0.0006541534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00168299,"about_ca_topic_score_gemma":0.002502622,"domain_scores_codex":[0.9994456,0.0001037326,0.00007203308,0.000079596,0.0001520555,0.0001469894],"domain_scores_gemma":[0.9972752,0.0004867279,0.0009984707,0.0000736272,0.0003621201,0.0008038462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004550035,0.00002461639,0.9968226,0.00001167136,0.000009266474,0.00004645798,0.0005673616,0.00002194681,0.0002959673,0.00002000385,0.00005618265,0.0020783],"study_design_scores_gemma":[0.000003789326,0.00007826977,0.9969062,0.000007342341,0.000006615468,0.0002740638,0.002233318,0.0001533873,0.00009931227,0.00005210888,0.0001800952,0.000005533238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996921,0.00002481548,0.00004360626,0.0000253068,0.000001734181,0.00000450359,0.00003368172,5.567637e-7,0.0001736271],"genre_scores_gemma":[0.9997032,0.00003036285,0.00008628274,0.00001348365,0.000002810978,0.000004869894,0.00007005111,4.303118e-7,0.00008846916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00168299,"threshold_uncertainty_score":0.005333066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03670419626621019,"score_gpt":0.3144209897041025,"score_spread":0.2777167934378924,"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."}}