{"id":"W1981445913","doi":"10.1016/j.juro.2012.02.2460","title":"2281 HOW MANY SEMEN SAMPLES ARE REQUIRED TO MAKE THE DIAGNOSIS OF AZOOSPERMIA?","year":2012,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Azoospermia; Sperm; Semen; Medicine; Semen analysis; Obstructive azoospermia; Male infertility; Gynecology; Sperm Retrieval; Andrology; Infertility; Biology; Pregnancy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001428416,0.0003499148,0.0008859386,0.001856358,0.0008101167,0.001786094,0.000648018,0.001822737,0.09563782],"category_scores_gemma":[0.009016222,0.0003038905,0.0004006918,0.001156519,0.000657459,0.001469286,0.0005350495,0.00112767,0.03239667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001074502,"about_ca_system_score_gemma":0.001894249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01047043,"about_ca_topic_score_gemma":0.01950185,"domain_scores_codex":[0.9988397,0.0002786441,0.0001843945,0.00008217357,0.0004738527,0.0001411734],"domain_scores_gemma":[0.9961389,0.0007979813,0.000499424,0.0001501767,0.001719761,0.0006938029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00076156,0.0003267663,0.08978788,0.001313142,0.00007174086,0.003909363,0.0002575941,0.00008458284,0.001480673,0.0009042848,0.509115,0.3919874],"study_design_scores_gemma":[0.0002807213,0.001193424,0.2196754,0.006329108,0.0002024953,0.03697824,0.002909787,0.0005167103,0.00461119,0.002530309,0.7245419,0.000230649],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1355676,0.1678332,0.009080664,0.3043155,0.01303583,0.001742792,0.02345449,0.002605396,0.3423644],"genre_scores_gemma":[0.4489154,0.206712,0.02203315,0.05721262,0.009991885,0.0008367752,0.01193797,0.0006674831,0.2416927],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09563782,"threshold_uncertainty_score":0.3199404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04479836258929047,"score_gpt":0.2778599101906465,"score_spread":0.233061547601356,"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."}}