{"id":"W4403592405","doi":"10.1016/j.fertnstert.2024.08.306","title":"AUTOMATED SPERM EVALUATION IN TESTICULAR TISSUE FOR AZOOSPERMIA","year":2024,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Azoospermia; Andrology; Testicular sperm extraction; Sperm; Sperm Retrieval; Gynecology; Medicine; Biology; Infertility; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001065029,0.0003116528,0.0004123478,0.002053834,0.0003663663,0.0006965459,0.0005445445,0.0004621296,0.003302094],"category_scores_gemma":[0.001578633,0.0002023765,0.0002112165,0.0009665544,0.0003283804,0.0003543504,0.0002818666,0.0003248927,0.0007501892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003783074,"about_ca_system_score_gemma":0.0004753765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00188872,"about_ca_topic_score_gemma":0.003165024,"domain_scores_codex":[0.9992686,0.0002647195,0.00005925033,0.00008965348,0.000246967,0.00007085495],"domain_scores_gemma":[0.9991267,0.0003288179,0.00008778062,0.0000619797,0.000344953,0.00004978841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002687256,0.0002001809,0.6251826,0.0006541816,0.000229171,0.00309989,0.000398546,0.001959788,0.1742423,0.0009873087,0.00290792,0.1874509],"study_design_scores_gemma":[0.000118192,0.00212693,0.6981445,0.0003353647,0.0003666935,0.01334682,0.0006280927,0.03929283,0.2332397,0.001051975,0.01125553,0.00009340412],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9591994,0.01163047,0.01890806,0.0003341067,0.0001780854,0.0002104361,0.0008866402,0.0005577291,0.008095152],"genre_scores_gemma":[0.9802135,0.001270421,0.01539532,0.0001779157,0.0000724054,0.00005873149,0.0004049956,0.00005303601,0.002353711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003302094,"threshold_uncertainty_score":0.01104659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04012676282863228,"score_gpt":0.3495304045596253,"score_spread":0.309403641730993,"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."}}