{"id":"W4391145070","doi":"10.20944/preprints202401.1571.v1","title":"Genome and Epigenome Disorders and Male Infertility: Feedback from 15 Years of Clinical and Research Experience","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Fertility Centre","funders":"","keywords":"Epigenome; Infertility; Genome; Biology; Male infertility; Computational biology; Genetics; Medicine; Pregnancy; DNA methylation; Gene","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":[0.01845661,0.000916006,0.0009723178,0.003749463,0.0007429916,0.003872026,0.0008619439,0.002241954,0.008307359],"category_scores_gemma":[0.03648237,0.0003187696,0.0009402139,0.003623243,0.00162904,0.003216409,0.003295816,0.002847616,0.002244782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001898963,"about_ca_system_score_gemma":0.003812423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002256175,"about_ca_topic_score_gemma":0.003218778,"domain_scores_codex":[0.9935547,0.002713348,0.0004894123,0.0008166095,0.002083297,0.0003427629],"domain_scores_gemma":[0.9583439,0.01828095,0.002026872,0.001034903,0.01476725,0.005546166],"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":[0.0004448783,0.0002207366,0.05478183,0.002462916,0.0002801059,0.001194507,0.007086318,0.0004738242,0.001260593,0.004084745,0.2873848,0.6403247],"study_design_scores_gemma":[0.00006873182,0.0003178588,0.07142384,0.00709571,0.0002655972,0.003813118,0.0114186,0.0003026107,0.0007215236,0.006216409,0.8981847,0.0001713507],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04356869,0.6001971,0.006224344,0.3016357,0.01760771,0.0001808549,0.003596444,0.0005380056,0.02645105],"genre_scores_gemma":[0.1953534,0.6587649,0.01384063,0.08429568,0.02695611,0.0002362964,0.004802512,0.0004072005,0.01534331],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01845661,"threshold_uncertainty_score":0.09760904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2239889505846041,"score_gpt":0.4419460989131859,"score_spread":0.2179571483285819,"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."}}