{"id":"W3111127730","doi":"10.1016/j.fertnstert.2020.11.015","title":"Diagnosis and treatment of infertility in men: AUA/ASRM guideline part I","year":2020,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":341,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"EMD Serono; National Institutes of Health; Gilead Sciences","keywords":"Infertility; Guideline; Fertility; Gynecology; Medicine; Male infertility; Obstetrics; Family medicine; Pregnancy; Population; Biology; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002203948,0.0001425939,0.0004292098,0.00002516486,0.0000318755,0.000008309552,0.00002210074,0.00008306129,0.0002126142],"category_scores_gemma":[0.0003791213,0.0001124524,0.00005802848,0.0001172495,0.0001331763,0.00006816112,0.00003860411,0.00006291679,0.000002051757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004706453,"about_ca_system_score_gemma":0.00003875349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005378314,"about_ca_topic_score_gemma":0.0001643266,"domain_scores_codex":[0.9988253,0.00008082487,0.0004651103,0.0003603833,0.0001244751,0.0001438751],"domain_scores_gemma":[0.9993716,0.00007996505,0.00005020627,0.0002389783,0.00006627854,0.0001929376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00736041,0.0005291738,0.9536205,0.0001879096,0.00002808478,0.0000102397,0.0006932192,5.602033e-7,0.0004370718,0.000002115287,0.00007517052,0.03705553],"study_design_scores_gemma":[0.001713591,0.0008908569,0.9901082,0.00002929911,0.00006762954,0.000002672716,0.0001166112,0.001261135,0.002135793,0.00009529071,0.00350363,0.00007528876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955216,0.001126112,0.00005831535,0.002292798,0.00003955293,0.0004510286,0.00003797968,0.0000316798,0.0004409392],"genre_scores_gemma":[0.999212,0.0001928323,0.0001592101,0.0003096598,0.00003521603,0.00003639299,0.00003488231,0.000005083567,0.00001473495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03698024,"threshold_uncertainty_score":0.4585677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06300391888958141,"score_gpt":0.2927840319967822,"score_spread":0.2297801131072008,"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."}}