{"id":"W4360605454","doi":"10.1097/ju.0000000000003258.17","title":"MP30-17 A COMPARATIVE ANALYSIS OF EMBOLIZATION VERSUS SURGICAL MANAGEMENT OF VARICOCELE IN THE PROVINCE OF ONTARIO: A POPULATION-BASED STUDY","year":2023,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Varicocele; Embolization; Population; General surgery; Surgery; Infertility","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":[],"consensus_categories":[],"category_scores_codex":[0.002616036,0.0004307273,0.001295276,0.001104413,0.0009628008,0.0007586491,0.0008840389,0.000995202,0.004365241],"category_scores_gemma":[0.009435479,0.0003287121,0.002535346,0.003529372,0.0007198437,0.0004322671,0.0005617391,0.0004344752,0.0002739172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01042626,"about_ca_system_score_gemma":0.01272201,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7114226,"about_ca_topic_score_gemma":0.8032148,"domain_scores_codex":[0.9966215,0.0008053659,0.0003417762,0.0002935015,0.001383083,0.0005548581],"domain_scores_gemma":[0.993028,0.001718706,0.002232873,0.0003658167,0.001647282,0.001007421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01274861,0.0004308976,0.959556,0.001499101,0.004443537,0.000197223,0.0007427485,0.0001706894,0.0006545447,0.0001654978,0.004117107,0.01527404],"study_design_scores_gemma":[0.002100907,0.00196174,0.9913267,0.0003605592,0.00188823,0.0001003594,0.0006324406,0.0001872282,0.00008250418,0.00004372843,0.001288912,0.00002659796],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850578,0.004670836,0.0001812116,0.0007203829,0.00006620949,0.0006070741,0.005883108,0.000009686242,0.002803736],"genre_scores_gemma":[0.9942854,0.001674751,0.0002694499,0.0003299761,0.00007251627,0.0003572826,0.002255486,0.000006970121,0.0007481073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2885774,"threshold_uncertainty_score":0.5805538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03955204794162479,"score_gpt":0.3207205695839496,"score_spread":0.2811685216423248,"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."}}