{"id":"W4402783480","doi":"10.5534/wjmh.240129","title":"Changes in Testosterone Levels Following Surgical Sperm Retrieval in Men with Non-Obstructive Azoospermia: Systematic Review and Meta-Analysis","year":2024,"lang":"en","type":"article","venue":"The World Journal of Men s Health","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Hospital","funders":"","keywords":"Medicine; Sperm Retrieval; Meta-analysis; Azoospermia; Obstructive azoospermia; Testosterone (patch); Gynecology; Urology; Internal medicine; Infertility; Pregnancy","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":[0.004191176,0.0001825698,0.002286221,0.0005765227,0.00004837628,0.00003156815,0.0001080542,0.00003383901,0.00009786009],"category_scores_gemma":[0.0001820191,0.00008678516,0.0003056535,0.001715753,0.00003914372,0.0001099995,0.00003106218,0.000525315,0.000002784972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002914353,"about_ca_system_score_gemma":0.0001951085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008401537,"about_ca_topic_score_gemma":0.000658929,"domain_scores_codex":[0.9978389,0.0003940061,0.0008142586,0.0001957799,0.0005191103,0.0002379564],"domain_scores_gemma":[0.9986388,0.0005338473,0.0003309965,0.0002773283,0.00006962024,0.0001494032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002918623,0.001005267,0.04664162,0.5347132,0.3651417,0.02292931,0.02047194,0.0002256809,0.0004721257,0.001052977,0.002553575,0.001873926],"study_design_scores_gemma":[0.005487169,0.002399704,0.07832167,0.06650605,0.8337612,0.009002342,0.002400486,0.0009341527,0.0001387661,0.0003056419,0.0002006151,0.0005422067],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2262401,0.6522477,0.0001007052,0.1158256,0.0001574697,0.003708308,0.0000125328,0.00003143899,0.001676211],"genre_scores_gemma":[0.994142,0.003271102,0.0003403109,0.0009443103,0.00008994176,0.00001409157,0.000002175221,0.0000227518,0.001173332],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7679019,"threshold_uncertainty_score":0.3538996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04784544311307818,"score_gpt":0.3345989226874421,"score_spread":0.2867534795743639,"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."}}