{"id":"W1599841079","doi":"10.1016/j.urology.2011.07.689","title":"UP-01.137 IVF Using Surgically Obtained Spermatozoa May Be Preferred as the Primary Treatment Modality in Cases of Obstructive Azoospermia","year":2011,"lang":"en","type":"article","venue":"Urology","topic":"Male Reproductive Health Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Sperm Retrieval; Azoospermia; Obstructive azoospermia; Vasectomy reversal; Testicular sperm extraction; Vasovasostomy; Vasectomy; Fertility; Percutaneous; Gynecology; Surgery; Pregnancy; Infertility; Family planning; Population; Research methodology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007868842,0.0001299962,0.000525513,0.0004006145,0.0008048954,0.0004086625,0.0003418897,0.000610213,0.03409826],"category_scores_gemma":[0.001770355,0.00008798797,0.0002392252,0.0003802472,0.0003101229,0.0003522247,0.0003735135,0.0004209089,0.005061187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002261153,"about_ca_system_score_gemma":0.0007754741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001295162,"about_ca_topic_score_gemma":0.002659632,"domain_scores_codex":[0.9997398,0.0001056389,0.00002588896,0.00002382831,0.00005240387,0.0000523601],"domain_scores_gemma":[0.9995452,0.0002157811,0.00003744807,0.0000498391,0.00006014014,0.00009160906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005976001,0.001334876,0.1875078,0.00128106,0.00008981201,0.03079413,0.001143234,0.0004685884,0.04728912,0.006400283,0.03188528,0.6858299],"study_design_scores_gemma":[0.001290399,0.01123901,0.5758039,0.002316113,0.0002804846,0.1116716,0.003552254,0.002132467,0.05489017,0.009246622,0.2274137,0.0001632267],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7273384,0.02677526,0.007550588,0.01138445,0.001622652,0.0007550876,0.002357284,0.0007609213,0.2214554],"genre_scores_gemma":[0.9490801,0.006943273,0.00842478,0.002535274,0.0007100411,0.0001169558,0.0009344668,0.00009144298,0.03116359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03409826,"threshold_uncertainty_score":0.1140701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2179111593042206,"score_gpt":0.4273901501602935,"score_spread":0.2094789908560729,"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."}}