{"id":"W1910732401","doi":"10.5489/cuaj.3209","title":"CUA Guideline: The workup and management of azoospermic males","year":2015,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health Authority; University of British Columbia; McGill University Health Centre; University of Toronto; Dalhousie University; Cégep de Lévis; McMaster University","funders":"","keywords":"Guideline; Medicine; Gynecology; General surgery; Pathology","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":[0.0006969214,0.00005864909,0.0001149237,0.00005214539,0.00008427986,0.00002355318,0.00004827644,0.00008189705,0.0001461619],"category_scores_gemma":[0.0003517995,0.00003564857,0.00004448295,0.0001132595,0.00002898884,0.00003078769,0.00001092878,0.0001869671,0.00001711723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002652453,"about_ca_system_score_gemma":0.0001312651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002543131,"about_ca_topic_score_gemma":0.0001209043,"domain_scores_codex":[0.9992552,0.00005562713,0.0002174636,0.00007541579,0.0002274091,0.000168879],"domain_scores_gemma":[0.9992012,0.0000413842,0.0001254191,0.00006641197,0.0002147793,0.0003507675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002917393,0.00001758202,0.9477612,0.000004428831,0.0001095443,0.00009030458,0.00005381466,0.00003719936,0.00001337621,0.001426109,0.0439084,0.006548892],"study_design_scores_gemma":[0.0007580716,0.0001624551,0.8887805,0.00001617125,0.0001464236,0.0003213407,0.0002586578,0.0002962247,0.000005146158,0.001620732,0.1075824,0.00005186168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9364421,0.001329691,0.000279466,0.05196623,0.0003945518,0.0001917178,0.000004590266,0.00001498325,0.009376625],"genre_scores_gemma":[0.9954722,0.0001741513,0.0006311979,0.002857134,0.0002461445,0.000002206002,0.000006025017,0.000004493835,0.0006064479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06367402,"threshold_uncertainty_score":0.1600371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02438145363744425,"score_gpt":0.2471370733091719,"score_spread":0.2227556196717276,"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."}}