{"id":"W4378902522","doi":"10.5489/cuaj.8445","title":"2023 Canadian Urological Association guideline: Evaluation and management of azoospermia","year":2023,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Sexual Differentiation and Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cégep de Lévis; University of Saskatchewan; University of Alberta; University of Manitoba; McMaster University; Dalhousie University; York Central Hospital; University of Toronto; McGill University; Impact; University of British Columbia","funders":"","keywords":"Guideline; Azoospermia; Association (psychology); Medicine; Psychology; Pathology; Biology; Infertility","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001783486,0.000134813,0.000164337,0.0002203108,0.0002386136,0.00006767649,0.0001474061,0.0004008111,0.0005205697],"category_scores_gemma":[0.000912453,0.0001282313,0.00008505517,0.0003053753,0.00002143935,0.00001035025,0.00003210614,0.0001909668,0.00006562431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005303543,"about_ca_system_score_gemma":0.0003779185,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005845514,"about_ca_topic_score_gemma":0.02304526,"domain_scores_codex":[0.9981484,0.0002543624,0.0004121425,0.0002538703,0.0004423799,0.0004888548],"domain_scores_gemma":[0.9985998,0.00003794142,0.0002924723,0.0001090228,0.0004460803,0.0005147216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003294718,0.00003117368,0.7709649,0.000009076979,0.0003362541,0.00001341694,0.00006076739,0.000854578,0.0007624543,0.0007359562,0.2181533,0.008045156],"study_design_scores_gemma":[0.0008152164,0.0001421801,0.8588093,0.000003744338,0.00007797986,0.00000743721,0.0001892185,0.001419376,0.00003803644,0.001143937,0.1371832,0.0001703706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772491,0.0004099561,0.00009312006,0.0155023,0.0005699185,0.0003456395,0.0001118622,0.00001908725,0.005699054],"genre_scores_gemma":[0.9948308,0.0004632468,0.00009088863,0.002523874,0.0001921683,0.00001711243,0.0005567344,0.00001085015,0.001314321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08784432,"threshold_uncertainty_score":0.9947816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01718457031804437,"score_gpt":0.2714018594165111,"score_spread":0.2542172890984667,"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."}}