{"id":"W3160345345","doi":"10.1101/2021.05.06.21256676","title":"Looking beyond the obvious: a critical systematic review and meta-analyses of risk factors for fertility problems in a globalized world","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Female Genital Mutilation/Cutting Issues","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council; UNICEF; World Health Organization","keywords":"Fertility; Medicine; Bacterial vaginosis; Demography; Meta-analysis; Pregnancy; Gynecology; Environmental health; Family medicine; Population; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002777295,0.000419912,0.003755952,0.0001752745,0.00005572989,0.00006552036,0.0002594994,0.0001557518,0.00009760621],"category_scores_gemma":[0.0212882,0.0002361036,0.0008520558,0.0004580986,0.000245761,0.00005109788,0.0003323166,0.000530252,0.000001041086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008562182,"about_ca_system_score_gemma":0.0001262453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003118323,"about_ca_topic_score_gemma":0.0003847627,"domain_scores_codex":[0.9959384,0.0009307928,0.001672432,0.0006501338,0.0005221776,0.0002861097],"domain_scores_gemma":[0.9948703,0.002770009,0.0006586366,0.001107302,0.0004876,0.0001061381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00003998615,0.0002151864,0.08014382,0.9102123,0.006514865,0.0000128861,0.002547756,0.00004952375,0.0001464377,0.00008162678,0.00002809815,0.000007485457],"study_design_scores_gemma":[0.001620631,0.000193406,0.1443525,0.1562022,0.6809419,0.00004830405,0.002433876,0.001988849,0.002942415,0.008135955,0.00003226116,0.001107693],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6455747,0.3438917,0.0008211513,0.001635686,0.0001686058,0.007520411,0.0001880685,0.00006087373,0.0001387502],"genre_scores_gemma":[0.9961925,0.0007712829,0.001791127,0.0002371185,0.00001831692,0.0007694492,0.00005761844,0.00003502451,0.0001275609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7540101,"threshold_uncertainty_score":0.9869559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1343040177421086,"score_gpt":0.4014655009633746,"score_spread":0.267161483221266,"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."}}