{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07063493,0.001169486,0.001616339,0.003777299,0.001124926,0.005026615,0.003403001,0.005460997,0.01269177],"category_scores_gemma":[0.2036345,0.000760862,0.001006245,0.001975399,0.006216239,0.006595824,0.00363523,0.006010457,0.004783489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002586402,"about_ca_system_score_gemma":0.004722729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003815629,"about_ca_topic_score_gemma":0.005174511,"domain_scores_codex":[0.9459151,0.02840563,0.004434873,0.003621599,0.01692262,0.0007000986],"domain_scores_gemma":[0.7092077,0.224921,0.01284382,0.01037922,0.03627921,0.006368986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008654759,0.0002565444,0.06962151,0.004360348,0.000243437,0.001806535,0.001712203,0.002188851,0.002170755,0.01560271,0.04915861,0.852013],"study_design_scores_gemma":[0.0003320849,0.003340159,0.1265317,0.03107147,0.0009635588,0.04405994,0.00847191,0.01734571,0.007020179,0.1529048,0.6072239,0.0007345562],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.03389116,0.4103137,0.07207752,0.416482,0.01300673,0.0004321051,0.001114642,0.001032969,0.05164912],"genre_scores_gemma":[0.5615328,0.2091783,0.1187541,0.07097515,0.03056601,0.0004488219,0.0007208009,0.0003760517,0.007448073],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.07063493,"threshold_uncertainty_score":0.3735577,"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."}}