{"id":"W2531743200","doi":"10.5489/cuaj.3621","title":"Survey on the perception of urology as a specialty by medical students","year":2016,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre; McMaster University","funders":"","keywords":"Specialty; Urology; Logistic regression; Medicine; Perception; Family medicine; Medical education; Psychology; Internal medicine","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":[0.001761965,0.000205234,0.0002162437,0.0007838114,0.000354255,0.0004963484,0.000253982,0.000397576,0.003034071],"category_scores_gemma":[0.006068585,0.0001686656,0.0002658381,0.0008661588,0.000435972,0.0004162673,0.0004870588,0.0005353201,0.0006228752],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006334966,"about_ca_system_score_gemma":0.0008706005,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005570617,"about_ca_topic_score_gemma":0.007462292,"domain_scores_codex":[0.9987774,0.0003923284,0.0001434428,0.00007676177,0.0003929948,0.0002169811],"domain_scores_gemma":[0.99404,0.001303146,0.00219112,0.0001344808,0.001092243,0.001239062],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007709862,0.0001724121,0.9910269,0.00004432644,0.00001662042,0.00003805606,0.0007423364,0.00006949323,0.0004454432,0.00002390336,0.001094796,0.006248444],"study_design_scores_gemma":[0.000008660364,0.0003277115,0.9972589,0.00001615468,0.000004494009,0.00005587332,0.001266123,0.0001722405,0.0001452136,0.00001031894,0.0007285758,0.000005688777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978468,0.00003526646,0.0001096487,0.0002023653,0.000007100184,0.00006341544,0.0007509022,0.00001138929,0.0009730918],"genre_scores_gemma":[0.9982419,0.0001050706,0.0003228842,0.0001774762,0.0000133188,0.00008337409,0.000573563,0.000002097262,0.0004802306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9993665,"threshold_uncertainty_score":0.01107639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02353105409537481,"score_gpt":0.2822879429322213,"score_spread":0.2587568888368464,"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."}}