{"id":"W2617673417","doi":"10.21037/tau.2017.04.05","title":"Is sperm DNA fragmentation testing ready for prime time?","year":2017,"lang":"en","type":"letter","venue":"Translational Andrology and Urology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; University of Toronto; Lunenfeld-Tanenbaum Research Institute","funders":"","keywords":"DNA fragmentation; Dna testing; Sperm; Prime (order theory); Fragmentation (computing); Clinical Practice; Biology; Medicine; Andrology; Genetics; Family medicine; Mathematics","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":[0.00286486,0.0004617053,0.00108433,0.0006748417,0.001138292,0.001715663,0.001235734,0.01733431,0.003642953],"category_scores_gemma":[0.02780123,0.0003363825,0.00063244,0.00062659,0.002341338,0.003178407,0.0009143396,0.01622577,0.004984017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002452117,"about_ca_system_score_gemma":0.001577865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001211288,"about_ca_topic_score_gemma":0.001653091,"domain_scores_codex":[0.9974522,0.000893134,0.0004266835,0.0003046698,0.0006942123,0.0002291689],"domain_scores_gemma":[0.9886746,0.007917826,0.000882989,0.0002636993,0.001545461,0.0007153872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002470328,0.00007414908,0.006208462,0.0006811743,0.00003800573,0.03132498,0.0002833904,0.0003286859,0.001294603,0.009490901,0.8090504,0.1409784],"study_design_scores_gemma":[0.0001963378,0.000422567,0.00444943,0.002824503,0.00008099877,0.098488,0.001167364,0.001046467,0.001826686,0.04598355,0.8433826,0.0001315392],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008787444,0.01034129,0.0004806819,0.9761394,0.01005843,0.000009326352,0.00004848525,0.00003006974,0.002013634],"genre_scores_gemma":[0.02240832,0.02102416,0.001311722,0.8589898,0.0934791,0.00003688125,0.0001156678,0.00004082296,0.002593452],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01733431,"threshold_uncertainty_score":0.01779145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05681074578436607,"score_gpt":0.3015743726459669,"score_spread":0.2447636268616008,"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."}}