{"id":"W3135809129","doi":"10.1016/j.fertnstert.2021.01.054","title":"Clinical implications of home-based sperm testing","year":2021,"lang":"en","type":"letter","venue":"Fertility and Sterility","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Semen; Semen collection; Sperm; Semen analysis; Data collection; Medicine; Andrology; Biology; Statistics; Mathematics; Infertility; Artificial insemination; Pregnancy; Genetics","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":[0.003108683,0.0005503013,0.0008563244,0.0007199243,0.007128283,0.004566242,0.002176896,0.09123935,0.01011542],"category_scores_gemma":[0.02541763,0.0006439491,0.0009406458,0.000731496,0.004027125,0.002616182,0.001986326,0.03900703,0.002942713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0048034,"about_ca_system_score_gemma":0.007307197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01127088,"about_ca_topic_score_gemma":0.02472107,"domain_scores_codex":[0.9957746,0.001901008,0.0004279292,0.0004323646,0.0007848845,0.0006792279],"domain_scores_gemma":[0.9870496,0.008292277,0.0007296654,0.0003279207,0.001299043,0.002301545],"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":[0.0001297386,0.0001702395,0.008461385,0.0001133922,0.00003086953,0.05669321,0.0008947208,0.0004341512,0.0005782109,0.01531508,0.8979355,0.01924351],"study_design_scores_gemma":[0.0002948301,0.0003485679,0.009283073,0.001137086,0.0001033855,0.06235771,0.004380075,0.003140916,0.0007755465,0.0399617,0.8780409,0.0001762501],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001607107,0.0007167159,0.0001349433,0.9823825,0.005165298,0.0000109049,0.00002674963,0.00001763974,0.009938211],"genre_scores_gemma":[0.02199872,0.0009164023,0.0004413511,0.9419224,0.02471869,0.00004016565,0.00002604385,0.0000232657,0.00991308],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09123935,"threshold_uncertainty_score":0.03485131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1180650705857869,"score_gpt":0.3353509510321204,"score_spread":0.2172858804463335,"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."}}