{"id":"W2737510142","doi":"10.21037/tau.2017.06.12","title":"Clinical usefulness of sperm DNA fragmentation testing","year":2017,"lang":"en","type":"letter","venue":"Translational Andrology and Urology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Ottawa Fertility Centre","funders":"","keywords":"DNA fragmentation; Sperm; Fertility; Male infertility; Infertility; Semen; Semen analysis; Biomarker; Andrology; Fragmentation (computing); Sperm bank; Biology; Medicine; Bioinformatics; Gynecology; Genetics; Apoptosis; Pregnancy","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":[0.001546531,0.0004042269,0.0006242724,0.0009906844,0.0005308618,0.001220255,0.0007042912,0.00504512,0.003567469],"category_scores_gemma":[0.01672478,0.0001820558,0.0003788453,0.0004636167,0.00109112,0.001397411,0.0004754669,0.004468185,0.002606776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001292064,"about_ca_system_score_gemma":0.0008444935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009346918,"about_ca_topic_score_gemma":0.001048767,"domain_scores_codex":[0.9986705,0.0004896542,0.0001676859,0.0001993771,0.0003324757,0.0001402533],"domain_scores_gemma":[0.9930387,0.004114645,0.0003425225,0.0003441154,0.001679852,0.0004802092],"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":[0.0004221204,0.0001080354,0.05364896,0.0007408868,0.0000712263,0.1093551,0.0004102427,0.001050601,0.004675902,0.01065955,0.3734919,0.4453655],"study_design_scores_gemma":[0.0001956114,0.0005093301,0.02631079,0.003250928,0.0001657609,0.3795266,0.0008921613,0.004702838,0.003627167,0.05393355,0.5266868,0.0001984539],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02360069,0.08620742,0.004195368,0.8234526,0.01408758,0.00006747346,0.0003813645,0.000240776,0.04776677],"genre_scores_gemma":[0.5364935,0.06115054,0.005027078,0.2954854,0.09094992,0.000118949,0.0005841495,0.00008706786,0.0101033],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.00504512,"threshold_uncertainty_score":0.01193434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08232949319754186,"score_gpt":0.325449991514182,"score_spread":0.2431204983166402,"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."}}