{"id":"W4403591624","doi":"10.1016/j.fertnstert.2024.07.085","title":"ECONOMIC BENEFIT OF AN EPIGENETIC MALE INFERTILITY ASSESSMENT","year":2024,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Decipher Biosciences (Canada)","funders":"","keywords":"Infertility; Epigenetics; Male infertility; Medicine; Gynecology; Andrology; Biology; Genetics; 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":[0.003969893,0.0004426765,0.0004137479,0.001368793,0.0004580683,0.001103568,0.0007572417,0.001373229,0.01416737],"category_scores_gemma":[0.01476879,0.0001280485,0.0006570707,0.0006386039,0.0006383795,0.0006295735,0.001325825,0.0009103184,0.001098021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001452545,"about_ca_system_score_gemma":0.003210576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003823289,"about_ca_topic_score_gemma":0.004589099,"domain_scores_codex":[0.9971107,0.001494778,0.000102376,0.0001576221,0.0009554102,0.0001790195],"domain_scores_gemma":[0.992735,0.003661906,0.0008630292,0.0004355405,0.001300644,0.001003807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.005056165,0.002256385,0.1611392,0.0004091882,0.0003840645,0.001672713,0.000152513,0.008808202,0.003126386,0.02723175,0.02384437,0.7659191],"study_design_scores_gemma":[0.001736055,0.01277206,0.6533847,0.001927153,0.001974013,0.008135897,0.001616758,0.05977609,0.01172541,0.08070584,0.1659795,0.0002665432],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5769159,0.01651292,0.03598158,0.1049813,0.002584876,0.001159207,0.006842882,0.0004577778,0.2545637],"genre_scores_gemma":[0.9761196,0.001724758,0.00816014,0.002438067,0.000787924,0.0001043841,0.0006657703,0.00001659918,0.009982878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01416737,"threshold_uncertainty_score":0.04739457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01964653814220215,"score_gpt":0.2981175917814894,"score_spread":0.2784710536392873,"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."}}