{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008898776,0.0003018442,0.0008300077,0.0001390851,0.0004758815,0.000001735423,0.0002313217,0.0002953666,0.0007121454],"category_scores_gemma":[0.0007329948,0.0002016699,0.0001051689,0.0002726208,0.0005334036,0.00009005453,0.0002901974,0.0005225762,0.00004073673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006028299,"about_ca_system_score_gemma":0.0007706557,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009838331,"about_ca_topic_score_gemma":0.001405828,"domain_scores_codex":[0.9952409,0.002139079,0.0009767069,0.0006344462,0.0002166643,0.0007921678],"domain_scores_gemma":[0.9968254,0.001484594,0.0005035984,0.0007837015,0.0002892968,0.0001133871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003404215,0.0005562202,0.940559,0.0005037095,0.0002584057,0.000204119,0.04303516,0.00006102732,0.0003872441,0.00956735,0.0001614495,0.001302108],"study_design_scores_gemma":[0.002284102,0.000709008,0.9822554,0.0000423571,0.0001202075,0.0001162321,0.003547915,0.0001286263,0.0001985299,0.004869965,0.005483082,0.0002446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792646,0.0007643489,0.00001832922,0.003152364,0.0007925288,0.002057397,0.00004762222,0.00005423635,0.01384853],"genre_scores_gemma":[0.997225,0.0002254408,0.000297618,0.001166056,0.0001647895,0.0002756638,0.00001410623,0.00003156167,0.0005997759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04169638,"threshold_uncertainty_score":0.9967552,"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."}}