{"id":"W1586211516","doi":"10.1002/j.1939-4640.2003.tb02647.x","title":"Analysis of Aneuploidy in Spermatozoa From Testicular Biopsies From Men With Nonobstructive Azoospermia","year":2003,"lang":"en","type":"article","venue":"Journal of Andrology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Azoospermia; Aneuploidy; Andrology; Gynecology; Biology; Medicine; Infertility; Genetics; Pregnancy; Chromosome; Gene","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001420023,0.0001210745,0.0007206976,0.0004492766,0.00001667008,0.000004684571,0.00005407246,0.0001133777,0.0005442759],"category_scores_gemma":[0.0002400747,0.00008406865,0.0001416214,0.0004564189,0.000112043,0.0000767547,0.000007822419,0.0002164897,0.000003428697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004162009,"about_ca_system_score_gemma":0.00008122982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003104693,"about_ca_topic_score_gemma":0.00007027341,"domain_scores_codex":[0.9990006,0.0000679765,0.0004483465,0.0001440712,0.0002053989,0.000133619],"domain_scores_gemma":[0.9989896,0.0002016604,0.0003461931,0.0001628184,0.0002093717,0.00009031213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006355308,0.0001585728,0.975932,0.000005216099,0.001848153,0.0008300475,0.0004014099,0.0007724658,0.01910932,0.00007733521,0.00002335225,0.0002065835],"study_design_scores_gemma":[0.002782835,0.0008711264,0.9835991,0.00004578141,0.003428905,0.0006089881,0.000404381,0.001338636,0.006283858,0.0004417349,0.0001072067,0.00008746721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973764,0.0007001166,0.0003779914,0.0001625812,0.00008080235,0.00006790428,0.0000136107,0.000004644173,0.001215887],"genre_scores_gemma":[0.9971592,0.00007171383,0.002567371,0.0001040192,0.00006054029,7.334584e-7,0.00001574753,0.000009769528,0.00001086061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01282546,"threshold_uncertainty_score":0.5959439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007669806734466189,"score_gpt":0.2282902860555993,"score_spread":0.2206204793211331,"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."}}