{"id":"W4310956602","doi":"10.5489/cuaj.8027","title":"Patient and practitioner expectations for treatment of non-obstructive azoospermia","year":2022,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of British Columbia","funders":"","keywords":"Obstructive azoospermia; Azoospermia; Medicine; Psychology; Family medicine; Infertility; Pregnancy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003186034,0.00009818335,0.0002294782,0.0004423434,0.001711279,0.001285103,0.000388835,0.001688115,0.008545886],"category_scores_gemma":[0.02522824,0.0001278759,0.000415808,0.0002561524,0.0004459458,0.0005221708,0.0006653189,0.001578672,0.0005741682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002272555,"about_ca_system_score_gemma":0.003361888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009059801,"about_ca_topic_score_gemma":0.02192064,"domain_scores_codex":[0.9963633,0.001638408,0.0003380444,0.0001237645,0.001075096,0.0004613895],"domain_scores_gemma":[0.9885108,0.003896947,0.00163118,0.00009317708,0.001744813,0.004123015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008626793,0.001892424,0.7668353,0.0007295831,0.0001746963,0.01537789,0.02373335,0.002058423,0.002135217,0.005388489,0.06787129,0.1129407],"study_design_scores_gemma":[0.0001615085,0.001602697,0.8547521,0.001557991,0.0001012406,0.03335894,0.04352384,0.003714044,0.0004317537,0.003734933,0.05681637,0.0002444499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7819201,0.005866291,0.001337554,0.1237174,0.0007346372,0.0001808921,0.0005234697,0.00005900125,0.08566072],"genre_scores_gemma":[0.9890934,0.001195911,0.001724798,0.005764331,0.0001487333,0.00004820143,0.0001228515,0.00001458645,0.001887198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009059801,"threshold_uncertainty_score":0.02858883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01103340582837073,"score_gpt":0.2337897834289202,"score_spread":0.2227563776005494,"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."}}