{"id":"W2017084946","doi":"10.1186/1472-6920-9-57","title":"Whether or wither some specialties: a survey of Canadian medical student career interest","year":2009,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary; University of British Columbia","funders":"Council of Ontario Universities","keywords":"Economic shortage; Specialty; Medical education; Preference; Medical school; Medicine; Family medicine; Psychology; Government (linguistics)","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003593039,0.00008436707,0.0001890015,0.0002287499,0.0001839644,0.0000434003,0.0007412974,0.0002553996,0.02563121],"category_scores_gemma":[0.01211015,0.00006670593,0.00003327632,0.000620708,0.0005533168,0.0001089503,0.00003004111,0.0002203421,0.0000765572],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001987569,"about_ca_system_score_gemma":0.02694682,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.509944,"about_ca_topic_score_gemma":0.9496402,"domain_scores_codex":[0.9966558,0.0004318313,0.000241859,0.0001742873,0.002220652,0.0002755591],"domain_scores_gemma":[0.997859,0.0002706345,0.00006962567,0.0001658896,0.000339253,0.001295618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001063044,0.001282868,0.2255924,0.00006174311,0.00005811121,0.00002875149,0.09632111,6.10259e-7,0.000001888364,0.04820158,0.4568352,0.1715094],"study_design_scores_gemma":[0.000826516,0.0002084713,0.6487156,0.0005605535,0.00004059769,0.000004704385,0.0969247,0.0000107468,0.000006404995,0.0005527092,0.2518919,0.0002570139],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9055498,0.000443623,0.00007886429,0.04080376,0.004107839,0.0004064782,0.00001392516,0.000045537,0.04855014],"genre_scores_gemma":[0.983965,0.0002491407,0.00005704628,0.01025653,0.001132765,0.000004269882,0.00002784202,0.000006146852,0.004301279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4396962,"threshold_uncertainty_score":0.9962113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1077248190834987,"score_gpt":0.3904983260433784,"score_spread":0.2827735069598797,"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."}}