{"id":"W4394835280","doi":"10.1097/01.ju.0001008944.36895.9d.11","title":"MP54-11 TRENDS IN UROLOGY SUBSPECIALTY MATCHING: A RETROSPECTIVE ANALYSIS OF AUA FELLOWSHIP APPLICANTS","year":2024,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Subspecialty; Accreditation; Urology; Family medicine; Gynecology; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002947038,0.0001863522,0.0004243946,0.003974108,0.0007916654,0.0007645943,0.000741514,0.0004769815,0.002774424],"category_scores_gemma":[0.009352713,0.0003972251,0.0005375548,0.005319394,0.0003655912,0.001239435,0.001373996,0.0005512625,0.00102945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009275608,"about_ca_system_score_gemma":0.001374077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008426413,"about_ca_topic_score_gemma":0.00898852,"domain_scores_codex":[0.9964037,0.0005616501,0.0008293347,0.000647941,0.0009972719,0.0005601337],"domain_scores_gemma":[0.9905009,0.001415553,0.004898546,0.0005878308,0.001574066,0.001023071],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004326403,0.00002323462,0.9967554,0.00002296447,0.00001957296,0.00004838157,0.0001351174,0.00002370766,0.00005513111,0.00004306906,0.0005995631,0.002230489],"study_design_scores_gemma":[0.000004004913,0.00009968788,0.9971719,0.00004135652,0.00001975041,0.00032344,0.0008058867,0.0001823451,0.0001117442,0.00002380583,0.001208502,0.000007622527],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932092,0.0006625095,0.0003804629,0.0001925028,0.00002380707,0.0001035142,0.00409285,0.00002009642,0.001315127],"genre_scores_gemma":[0.9955617,0.0004540968,0.0002414366,0.0001131599,0.00002674516,0.000132663,0.002944503,0.00001382563,0.0005118638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.997053,"threshold_uncertainty_score":0.01675475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02491549755396805,"score_gpt":0.3183502058404888,"score_spread":0.2934347082865207,"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."}}