{"id":"W1847495532","doi":"10.5489/cuaj.2808","title":"Predictors of improvement in semen parameters after varicocelectomy for male subfertility: A prospective study","year":2015,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Varicocele; Medicine; Infertility; Semen analysis; Urology; Prospective cohort study; Univariate analysis; Semen; Sperm; Male infertility; Surgery; Multivariate analysis; Internal medicine; Andrology; Biology; Pregnancy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0006258556,0.0003407001,0.0004259183,0.0008143783,0.0003472462,0.0005343879,0.000285312,0.0004734272,0.001844715],"category_scores_gemma":[0.001839351,0.0002904753,0.0004568519,0.0008838974,0.0002824275,0.0004950495,0.0003202085,0.0005142167,0.000277614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001747443,"about_ca_system_score_gemma":0.0002422213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008282358,"about_ca_topic_score_gemma":0.001112034,"domain_scores_codex":[0.9997162,0.00008386608,0.00003156866,0.00005465749,0.00005913318,0.00005449022],"domain_scores_gemma":[0.9986333,0.0003610172,0.0005579514,0.00007169053,0.0001119588,0.0002641028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001078148,0.00003056781,0.9992492,0.000004213275,0.00001560772,0.00006719358,0.00001772767,0.000009847402,0.00005400423,0.000002638992,0.0000180912,0.0004231724],"study_design_scores_gemma":[0.000008427349,0.0002919472,0.9988166,0.000004955789,0.00002373433,0.0005355758,0.0001000495,0.00008751277,0.00003595598,0.000005126198,0.00008753748,0.00000269619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993964,0.0003128758,0.00004528723,0.00001662008,0.00000434409,0.000008216266,0.00009063732,0.000001656614,0.0001238467],"genre_scores_gemma":[0.9995795,0.0001073946,0.00004868913,0.00001338135,0.00001100593,0.00000705834,0.0001736155,9.073324e-7,0.0000585667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001844715,"threshold_uncertainty_score":0.006171167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01575519353606969,"score_gpt":0.2311026050889158,"score_spread":0.2153474115528461,"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."}}