{"id":"W4388978533","doi":"10.1101/2023.11.24.23298980","title":"Maternal and perinatal health research during emerging and ongoing epidemic threats: a landscape analysis and expert consultation","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"COVID-19 Impact on Reproduction","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; University of Cape Town; Hospital for Sick Children; Monash University; United States Agency for International Development; University of Birmingham; University of Oxford; Canadian Institutes of Health Research; University of Washington; Imperial College London; Centers for Disease Control and Prevention; Centre Hospitalier Universitaire Vaudois; UNICEF; Yale University; Khon Kaen University; Emory University; Johns Hopkins University; Bill and Melinda Gates Foundation","keywords":"Preparedness; Pandemic; Population; Medicine; Health care; Disease; Political science; Environmental health; Public relations; Infectious disease (medical specialty); Coronavirus disease 2019 (COVID-19)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002791674,0.0002473803,0.0006865808,0.001336186,0.0002843406,0.0001187466,0.00006926973,0.000152206,0.00002586043],"category_scores_gemma":[0.001800186,0.0002302708,0.0000675261,0.0006462691,0.0001605524,0.00009541717,0.0005410141,0.0007774149,0.000003758416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001852688,"about_ca_system_score_gemma":0.0001753598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002544185,"about_ca_topic_score_gemma":0.0002829315,"domain_scores_codex":[0.9972718,0.0002796811,0.0004699256,0.00102028,0.0005118924,0.0004463773],"domain_scores_gemma":[0.9984289,0.0004000167,0.0001931319,0.0004916521,0.0001732689,0.0003130327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001815962,0.00001030119,0.9836971,0.001795309,0.0004053914,0.0000748557,0.003865206,0.00004310748,0.002952234,0.000009448824,0.00002491251,0.00694051],"study_design_scores_gemma":[0.000873731,0.00008055042,0.9923797,0.0006992238,0.0001601865,0.0001601637,0.0006957782,0.003891213,0.000661246,0.0001573155,0.00007545291,0.0001653847],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807482,0.006922688,0.0002113086,0.01118676,0.0001443352,0.0006038452,0.00001939226,0.0001475619,0.00001588778],"genre_scores_gemma":[0.9861205,0.01240856,0.0005263361,0.0001132215,0.0002832386,0.00007067858,0.00003181733,0.00004754569,0.0003981562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01107354,"threshold_uncertainty_score":0.9390172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1553200195192791,"score_gpt":0.4631504813563209,"score_spread":0.3078304618370418,"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."}}