{"id":"W3093278439","doi":"10.1016/j.fertnstert.2020.08.127","title":"QUANTIFYING HETEROGENEITY OF TESTICULAR HISTOPATHOLOGY IN NON-OBSTRUCTIVE AZOOSPERMIC MEN","year":2020,"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 British Columbia","funders":"","keywords":"Histopathology; Biopsy; Medicine; Azoospermia; Testicular atrophy; Pathological; Spermatogenesis; Pathology; Gynecology; Urology; Infertility; Surgery; Andrology; Biology","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":[0.0008104055,0.0001532119,0.000266372,0.00201028,0.0003229703,0.0008420039,0.0001751589,0.0002857715,0.00124405],"category_scores_gemma":[0.001654331,0.0001697071,0.0002360836,0.0007495183,0.000317758,0.0002992541,0.0003593318,0.0001552215,0.0001528776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002357619,"about_ca_system_score_gemma":0.0001812158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001509848,"about_ca_topic_score_gemma":0.002660181,"domain_scores_codex":[0.9996822,0.00007124822,0.00003305233,0.00008005216,0.00007248758,0.00006106465],"domain_scores_gemma":[0.9989973,0.0003408666,0.0003128708,0.00008043658,0.0001376156,0.000130901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006163245,0.00001853965,0.9738035,0.00004733417,0.0001468889,0.0005114353,0.0002118639,0.0003241009,0.01670446,0.0001206421,0.00009099483,0.007403968],"study_design_scores_gemma":[0.000004480402,0.0001089856,0.9952241,0.000008484707,0.00005566214,0.001132344,0.0002404537,0.0004619358,0.002332863,0.0001026185,0.0003228233,0.000005315902],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973657,0.0009539918,0.0006172155,0.00002051846,0.000006226654,0.000008935446,0.0001535533,0.00002374168,0.0008501839],"genre_scores_gemma":[0.9993394,0.00009890566,0.0002782383,0.00001278121,0.000008726177,0.00000295515,0.000105776,0.00000504794,0.0001481762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00201028,"threshold_uncertainty_score":0.004285872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05014625132054464,"score_gpt":0.2859691706040983,"score_spread":0.2358229192835537,"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."}}