{"id":"W4405221815","doi":"10.1093/jsxmed/qdae167.124","title":"(126) ROLE OF TESTICULAR BIOPSY IN GUIDING MICRODISSECTION TESTICULAR SPERM EXTRACTION IN NON-OBSTRUCTIVE AZOOSPERMIA: A SINGLE-CENTER RETROSPECTIVE STUDY","year":2024,"lang":"en","type":"article","venue":"The Journal of Sexual Medicine","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Testicular sperm extraction; Microdissection; Sperm Retrieval; Azoospermia; Medicine; Biopsy; Andrology; Obstructive azoospermia; Gynecology; Biology; Infertility; Radiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00119119,0.0001991839,0.0003471336,0.0008803248,0.0004213385,0.0005989362,0.0003487954,0.0003739072,0.001534368],"category_scores_gemma":[0.002882923,0.0002499455,0.0003333423,0.0008166159,0.0003984707,0.0004716631,0.0003597051,0.0002471593,0.0002834509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002411652,"about_ca_system_score_gemma":0.000432695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001611901,"about_ca_topic_score_gemma":0.00255654,"domain_scores_codex":[0.9991441,0.0002585267,0.0001760076,0.0001679505,0.000158705,0.0000947818],"domain_scores_gemma":[0.9968306,0.000889486,0.001405845,0.0002142498,0.0003129004,0.0003468891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005216,0.00002678729,0.9980851,0.00001663378,0.00001327449,0.0006581229,0.00006234495,0.00001220209,0.0001804302,0.00000821688,0.0000277049,0.0008569792],"study_design_scores_gemma":[0.00001884668,0.0007194614,0.986942,0.00003539466,0.00006620039,0.01050773,0.0008040697,0.0002169048,0.0002698037,0.00001470892,0.0003962829,0.000008701756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987149,0.0005449021,0.000190449,0.00002309344,0.000007071416,0.00003954989,0.0001136052,0.000002600114,0.0003638519],"genre_scores_gemma":[0.999541,0.0001271294,0.0001393792,0.0000324561,0.0000162754,0.00001284547,0.00009218368,0.000001092149,0.0000376794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001611901,"threshold_uncertainty_score":0.006299675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02443034593259573,"score_gpt":0.2937482548565184,"score_spread":0.2693179089239227,"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."}}