{"id":"W4391388608","doi":"10.5489/cuaj.8486","title":"Do you want to be a urologist? Gender differences for medical student perception of urology","year":2024,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Likert scale; Specialty; Medicine; Perception; Urology; Gender disparity; Family medicine; Psychology; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002845706,0.0001560109,0.0001965809,0.0007552476,0.0007483884,0.001136831,0.0003120471,0.0004294931,0.008737141],"category_scores_gemma":[0.01243899,0.0001189303,0.0003410921,0.0005356577,0.0005757797,0.0006601306,0.0009866167,0.00059909,0.0006938818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005057925,"about_ca_system_score_gemma":0.0009705574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002667751,"about_ca_topic_score_gemma":0.004214317,"domain_scores_codex":[0.9983406,0.0005885003,0.0001274612,0.0001254837,0.0004932507,0.0003246202],"domain_scores_gemma":[0.9900966,0.002621872,0.003615236,0.000142535,0.0008766027,0.002647209],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000942823,0.0001576613,0.9780642,0.00006963288,0.00002070845,0.0001029973,0.007428772,0.00002567542,0.0003269326,0.0001553541,0.00133635,0.01221745],"study_design_scores_gemma":[0.000005708445,0.0002115798,0.9703818,0.00008342331,0.00001018417,0.0002595076,0.02671427,0.0001247754,0.000117348,0.00008372076,0.00199407,0.00001368728],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959937,0.0001946887,0.0001018528,0.001023006,0.00003754428,0.00001721099,0.0001269537,0.000005192931,0.002499834],"genre_scores_gemma":[0.999262,0.000115367,0.00006500485,0.0001720447,0.0000157656,0.00001085066,0.00004809669,0.000001899391,0.0003090149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9971543,"threshold_uncertainty_score":0.02922869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04591808578586561,"score_gpt":0.3188608362142117,"score_spread":0.2729427504283461,"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."}}