{"id":"W4411159789","doi":"10.32604/cju.2025.064517","title":"Redo testicular sperm aspiration (TESA) in men with severe oligoasthenoteratozoospermia (OAT) and obstructive azoospermia (OA)","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Urology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Fertility Centre; McGill University","funders":"","keywords":"Azoospermia; Medicine; Obstructive azoospermia; Andrology; Sperm; Testicular sperm extraction; Internal medicine; Infertility; Biology; 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":[0.0006239548,0.0001760179,0.0003619989,0.0006046655,0.0004813055,0.0003760793,0.0002175898,0.000252546,0.000885843],"category_scores_gemma":[0.002016047,0.0001961722,0.0003519873,0.0007736739,0.0004703039,0.0003969911,0.0005533756,0.0002861747,0.000104571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002854594,"about_ca_system_score_gemma":0.0004985974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0020747,"about_ca_topic_score_gemma":0.005146352,"domain_scores_codex":[0.9995564,0.0001155047,0.00006349289,0.00007641144,0.0001211779,0.00006703334],"domain_scores_gemma":[0.9985145,0.0002799046,0.000817292,0.00004158982,0.00007137652,0.0002753757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001583479,0.00001799807,0.9937351,0.00004678688,0.00004637871,0.0007414082,0.0001122988,0.00006653798,0.0002397496,0.00002271204,0.0001046865,0.004707994],"study_design_scores_gemma":[0.00002170103,0.0004639274,0.9895236,0.00003192684,0.00004576048,0.008798335,0.0003501156,0.0002544324,0.000165222,0.00003789823,0.0003011099,0.000005874067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998086,0.001375131,0.00008847391,0.00004868978,0.000006341433,0.0000134252,0.00006826883,0.000003928978,0.0003097995],"genre_scores_gemma":[0.9994065,0.0003414714,0.00007421094,0.00002895928,0.00001607825,0.000003499803,0.00008772852,8.294516e-7,0.00004071469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0020747,"threshold_uncertainty_score":0.004125297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006502245374645155,"score_gpt":0.2141341353131732,"score_spread":0.207631889938528,"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."}}