{"id":"W3080246737","doi":"10.3389/fcell.2020.00791","title":"From Sperm Motility to Sperm-Borne microRNA Signatures: New Approaches to Predict Male Fertility Potential","year":2020,"lang":"en","type":"review","venue":"Frontiers in Cell and Developmental Biology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Sperm; Biology; Fertility; Infertility; Oocyte; Male infertility; Human fertilization; Sperm motility; Andrology; Genetics; Embryo; Population; Medicine; Pregnancy","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001653997,0.0005868095,0.001864444,0.0002642942,0.0000644626,0.0000266011,0.0002267144,0.000708206,0.0003321962],"category_scores_gemma":[0.0001282491,0.0004724363,0.0002322527,0.0004070294,0.0001031157,0.00003651848,0.0003038582,0.0005893515,0.0001484249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003948474,"about_ca_system_score_gemma":0.0005912398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002271553,"about_ca_topic_score_gemma":0.00001924748,"domain_scores_codex":[0.9972713,0.0001441999,0.0006978942,0.001262345,0.0001567563,0.000467509],"domain_scores_gemma":[0.998905,0.0000556988,0.0001104864,0.0002711772,0.00001688731,0.00064076],"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":[0.0005199954,0.000213219,0.009297367,0.002105587,0.0003039555,0.0002060032,0.0005809618,7.509787e-7,0.000257718,0.000002401763,0.0308304,0.9556816],"study_design_scores_gemma":[0.001089022,0.0003306932,0.0103264,0.001204268,0.0004978555,0.0000974588,0.0002798203,0.00003139776,0.0001998526,0.0001085328,0.9852904,0.00054432],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006869883,0.9818634,0.005119046,0.0003583388,0.002034722,0.002091396,0.0003060786,0.00007042578,0.001286753],"genre_scores_gemma":[0.005954514,0.8429747,0.1419837,0.001151051,0.001274626,0.0001453006,0.004398775,0.0001114336,0.002005893],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9551373,"threshold_uncertainty_score":0.9997727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04711382975371136,"score_gpt":0.2515510882273459,"score_spread":0.2044372584736345,"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."}}