{"id":"W1935831795","doi":"10.5489/cuaj.11064","title":"Varicocele surgery or embolization: Which is better?","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Varicocele; Embolization; Medicine; Surgery; Radiology; Infertility; Pregnancy; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002241297,0.00007932576,0.0001524993,0.00007641588,0.00004234769,0.00001343975,0.00002253454,0.00006469157,0.0007375907],"category_scores_gemma":[0.0005761619,0.00005859237,0.00004638862,0.0003707928,0.00001154257,0.0001637903,0.00001344988,0.00006306969,0.0001299784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000376851,"about_ca_system_score_gemma":0.0000392708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001138079,"about_ca_topic_score_gemma":0.000002820208,"domain_scores_codex":[0.999238,0.00001761701,0.0001344526,0.0001139805,0.0001748807,0.0003210526],"domain_scores_gemma":[0.9993953,0.0001141827,0.00003660758,0.0001777754,0.00008340603,0.0001927022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006370409,0.0002076092,0.8668513,0.00006847447,0.00005740279,0.00001321306,0.0001058337,2.269467e-7,0.00002538147,0.0001089127,0.04676883,0.08572909],"study_design_scores_gemma":[0.0002516768,0.000008285051,0.9553111,0.000008239524,0.00009222521,0.0001014872,0.0000125977,0.00002221018,0.0008507098,0.00002531779,0.04323905,0.00007706529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743012,0.0005618871,0.001470956,0.00394228,0.001779236,0.0006037704,0.000003721962,0.0002137713,0.01712316],"genre_scores_gemma":[0.9933155,0.0000292175,0.0001195291,0.002710334,0.00116208,0.0002887659,0.00003233163,0.00001766652,0.002324563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08845981,"threshold_uncertainty_score":0.8076102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04882297456137775,"score_gpt":0.24132024401455,"score_spread":0.1924972694531722,"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."}}