{"id":"W3160883503","doi":"10.5534/wjmh.210056","title":"Sperm DNA Fragmentation: A Critical Assessment of Clinical Practice Guidelines","year":2021,"lang":"en","type":"review","venue":"The World Journal of Men s Health","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Clinical Practice; DNA fragmentation; Fertility; Male infertility; Infertility; Medicine; Gynecology; Family medicine; Biology; Genetics; Pregnancy; Environmental health","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009997523,0.0002362032,0.002837267,0.0002046213,0.0000926252,0.00002371932,0.0002382482,0.0001156261,0.000473468],"category_scores_gemma":[0.015418,0.0001320471,0.0008877114,0.0004784217,0.0001080736,0.00009547153,0.00007431095,0.001333602,0.000008580718],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002613711,"about_ca_system_score_gemma":0.006410256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001994079,"about_ca_topic_score_gemma":0.000006271454,"domain_scores_codex":[0.9927614,0.001531939,0.004187372,0.000206832,0.001083697,0.000228714],"domain_scores_gemma":[0.9889771,0.004901879,0.003092708,0.0005777807,0.002112779,0.0003377908],"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":[0.0000555541,0.0005267664,0.00005300579,0.006669021,0.0006746493,0.0002553522,0.00004256846,0.000001157085,1.930448e-7,0.001620959,0.0692661,0.9208347],"study_design_scores_gemma":[0.0007337598,0.000762933,0.0001803734,0.02854093,0.003462761,0.004287324,0.0002902993,0.00001439405,2.587513e-7,0.0000456523,0.961593,0.00008826779],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008064223,0.9555946,0.0004808194,0.03900976,0.001559408,0.0004507208,0.000006393218,0.000006776763,0.00288345],"genre_scores_gemma":[0.000009519038,0.9432056,0.04821463,0.004867653,0.003260969,0.000005569497,0.00001807822,0.00003171061,0.0003862682],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9207464,"threshold_uncertainty_score":0.9992225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2812381461821271,"score_gpt":0.6126634313736755,"score_spread":0.3314252851915485,"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."}}