{"id":"W4206049345","doi":"10.4103/aja202181","title":"Endocrine aberrations of human nonobstructive azoospermia","year":2022,"lang":"en","type":"article","venue":"Asian Journal of Andrology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Fertility Centre","funders":"","keywords":"Azoospermia; Fertility; Endocrine system; Hormone; Luteinizing hormone; Population; Hypogonadotropic hypogonadism; Spermatogenesis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000117305,0.00005455506,0.0002341996,0.0001587896,0.00009399153,0.000001702928,0.00005508394,0.00002141477,0.001456062],"category_scores_gemma":[0.00005650834,0.00004770563,0.0001023806,0.0001177113,0.00006620192,0.00004064354,0.00002318298,0.0002566095,0.000002217506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003575341,"about_ca_system_score_gemma":0.00008270695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005531188,"about_ca_topic_score_gemma":0.000003108987,"domain_scores_codex":[0.9993473,0.0000543845,0.0002932957,0.00006448809,0.0001446913,0.0000958364],"domain_scores_gemma":[0.9994604,0.00001932224,0.0002377261,0.00009312572,0.0001281023,0.00006132985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002722223,0.001980768,0.6055913,0.0001067422,0.001759894,0.004740988,0.007127608,0.00044999,0.2933685,0.03258442,0.01251209,0.03705554],"study_design_scores_gemma":[0.009344279,0.02121753,0.8676818,0.00003681919,0.0008921992,0.06136521,0.004471283,0.000107381,0.007715685,0.008239293,0.01871925,0.0002092868],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887048,0.000153659,0.0002366676,0.002202638,0.0004091085,0.00006901507,0.000003683567,0.000005014424,0.008215413],"genre_scores_gemma":[0.9990426,0.000004202557,0.0004011793,0.0001533189,0.00017302,0.000001996724,0.000007206146,0.000006881061,0.0002096161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2856528,"threshold_uncertainty_score":0.9994568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01220513899921276,"score_gpt":0.2699924814305953,"score_spread":0.2577873424313826,"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."}}