{"id":"W3199166237","doi":"10.1016/j.fertnstert.2021.07.958","title":"IS AGE MORE THAN JUST A NUMBER? CHARACTERISTICS OF MEN PRESENTING FOR REPRODUCTIVE UROLOGY FERTILITY EVALUATION IN NORTH AMERICA STRATIFIED BY AGE GROUPS","year":2021,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Male Reproductive Health Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Medicine; Infertility; Fertility; Demography; Gynecology; Age groups; Obstetrics; Population; Pregnancy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003229804,0.0002878246,0.0009802836,0.00004509594,0.0005468634,0.00001276577,0.0001471643,0.0002248877,0.000272039],"category_scores_gemma":[0.004246482,0.0002846716,0.0001024963,0.0003729252,0.0005312572,0.000186277,0.0003387348,0.000571626,0.000003721194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001793956,"about_ca_system_score_gemma":0.0003511443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001285516,"about_ca_topic_score_gemma":0.003109009,"domain_scores_codex":[0.9937117,0.002361186,0.001433234,0.001435666,0.0004006177,0.0006576665],"domain_scores_gemma":[0.9965665,0.0006680305,0.0005510123,0.001144755,0.0009373027,0.0001323625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008623171,0.0005267943,0.9486997,0.003147538,0.00007844072,0.00000666972,0.03344277,7.295596e-7,0.0006643356,0.000006720983,0.0003417297,0.004461459],"study_design_scores_gemma":[0.0008790633,0.00007769223,0.9889864,0.00003803269,0.00007813608,5.468602e-7,0.007197255,0.0006156358,0.0002029408,0.001121161,0.0006249439,0.0001781537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919183,0.0003203752,0.0001864111,0.001903896,0.0002987774,0.00313912,0.001066524,0.00004090548,0.001125668],"genre_scores_gemma":[0.9978541,0.00004652145,0.0002267777,0.0002632198,0.00009658272,0.0007461002,0.0004750562,0.00001808982,0.0002736099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0402868,"threshold_uncertainty_score":0.9999605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1403845555522599,"score_gpt":0.4382996574818552,"score_spread":0.2979151019295954,"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."}}