{"id":"W2759584365","doi":"10.21037/tau.2017.09.09","title":"The benefits and limitations of sperm DNA testing in clinical practice","year":2017,"lang":"en","type":"article","venue":"Translational Andrology and Urology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; St Mary's Hospital","funders":"","keywords":"Chromatin; Sperm; DNA; Computational biology; Function (biology); Biology; Human fertilization; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.0004694504,0.00004889683,0.000131413,0.00002895064,0.0002176697,0.000006101939,0.00003038685,0.0001125902,0.000004360224],"category_scores_gemma":[0.003457233,0.00003501439,0.00001908558,0.00002444775,0.0004499829,0.00006443042,0.00001083548,0.000156797,0.000001429458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":9.822401e-7,"about_ca_system_score_gemma":0.00003747745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001811908,"about_ca_topic_score_gemma":0.0001544383,"domain_scores_codex":[0.9994459,0.00006550991,0.0002220323,0.0001280581,0.00004876844,0.00008974587],"domain_scores_gemma":[0.9960195,0.00366973,0.00009611373,0.0001014736,0.00007912334,0.00003402066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005997064,0.0000765151,0.8518969,0.00000590708,0.00003860355,0.0000160171,0.00009571019,0.00002143602,0.0001098703,0.02683069,0.000009312884,0.1202993],"study_design_scores_gemma":[0.001308314,0.0004751382,0.9884322,0.000004446298,0.00009507005,0.000450222,0.00001315671,0.001620616,0.000004886724,0.003504493,0.004062075,0.0000293705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972453,0.001976891,0.00006979664,0.02048935,0.0001078997,0.0001022774,0.000002124465,0.000005691597,0.004792952],"genre_scores_gemma":[0.9978195,0.0005520715,0.0008628379,0.0006699257,0.00007003283,0.000004113391,0.00000446523,0.00000305387,0.00001395838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1365353,"threshold_uncertainty_score":0.4138881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1223834475784023,"score_gpt":0.3461960168251123,"score_spread":0.2238125692467099,"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."}}