{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001596029,0.00023154,0.0004300667,0.0001303408,0.0002526556,0.00001349434,0.00006377463,0.001089166,0.0004902916],"category_scores_gemma":[0.000117401,0.0002099177,0.00009349131,0.00003083956,0.0002413749,0.00005866172,0.000009104899,0.0005983798,0.00007704277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009150232,"about_ca_system_score_gemma":0.0001137514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001448106,"about_ca_topic_score_gemma":0.000002087251,"domain_scores_codex":[0.9988056,0.00005037486,0.0002640624,0.0004643184,0.0001308409,0.0002848082],"domain_scores_gemma":[0.9988902,0.0005423476,0.0001675846,0.0002029604,0.0001473563,0.00004953926],"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":[0.002845216,0.0002280513,0.06847142,0.0007319985,0.001399616,0.000877457,0.0004876488,0.00002024988,0.006144623,0.0007155954,0.8970065,0.02107166],"study_design_scores_gemma":[0.004559548,0.00205681,0.07162163,0.00003307554,0.001602989,0.002894931,0.000001316631,0.00458506,0.0001321132,0.009661325,0.9024702,0.000381023],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06708196,0.0009686972,0.002024661,0.9221743,0.0006291078,0.001105066,0.0002763025,0.0001072328,0.00563272],"genre_scores_gemma":[0.06246575,0.00003320258,0.00321251,0.9136851,0.006823937,0.000161659,0.007335601,0.00008766901,0.006194539],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02069063,"threshold_uncertainty_score":0.8560197,"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."}}