{"id":"W2556742181","doi":"10.12688/f1000research.9375.1","title":"Recent advances in understanding & managing male infertility","year":2016,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Infertility; Male infertility; Fertility; Azoospermia; Medicine; Etiology; Gynecology; Physiology; Intensive care medicine; Bioinformatics; Biology; Internal medicine; Genetics; Environmental health; Population; 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":[0.003734906,0.0007378777,0.0008112438,0.001523733,0.0006574077,0.003339847,0.001261152,0.002999438,0.01198029],"category_scores_gemma":[0.007552694,0.0002921347,0.0006962204,0.00142681,0.002947889,0.003965214,0.002201127,0.004464494,0.004014491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001871311,"about_ca_system_score_gemma":0.00309387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002038716,"about_ca_topic_score_gemma":0.002934123,"domain_scores_codex":[0.9985766,0.0004661883,0.0001443076,0.0002510579,0.0004337622,0.0001280747],"domain_scores_gemma":[0.9940434,0.003297222,0.0005095996,0.0003780568,0.001180238,0.0005915478],"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":[0.00009736016,0.0001181386,0.001313484,0.00480471,0.00005431471,0.000360841,0.0005491671,0.0004104522,0.0009936994,0.01786367,0.07145431,0.9019798],"study_design_scores_gemma":[0.0000204634,0.00008169707,0.001909212,0.003079964,0.00005047314,0.001332707,0.0006179588,0.0002166309,0.0005683915,0.01858427,0.9735098,0.00002844515],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001573634,0.8609853,0.005710113,0.1078505,0.004385249,0.00003617097,0.0001382852,0.0001766275,0.01914421],"genre_scores_gemma":[0.01639409,0.9353261,0.01249488,0.01920114,0.01091,0.00005841878,0.0002281832,0.00006452823,0.005322632],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01198029,"threshold_uncertainty_score":0.0400781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1573651354262237,"score_gpt":0.3976070293581417,"score_spread":0.240241893931918,"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."}}