{"id":"W2905045261","doi":"10.1088/1361-6579/ac010e","title":"Machine learning model on heart rate variability metrics identifies asymptomatic toddlers exposed to zika virus during pregnancy","year":2021,"lang":"en","type":"article","venue":"Physiological Measurement","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Institute of Human Development, Child and Youth Health; Ministério da Saúde; Canadian Institutes of Health Research; Conselho Nacional de Desenvolvimento Científico e Tecnológico; University of Washington","keywords":"Zika virus; Microcephaly; Asymptomatic; Medicine; Heart rate variability; Pediatrics; Pregnancy; False positive rate; Internal medicine; Heart rate; Biology; Virus; Immunology; Artificial intelligence; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0005903158,0.000294009,0.0006410123,0.00008333236,0.000202148,0.00005438195,0.0001344869,0.00008755854,0.000262204],"category_scores_gemma":[0.002751083,0.0002216498,0.0003039992,0.0004033848,0.00003222012,0.00005823629,0.0001328826,0.0003197081,0.00008594697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000286868,"about_ca_system_score_gemma":0.0001090397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000113193,"about_ca_topic_score_gemma":0.000003776149,"domain_scores_codex":[0.9970185,0.0004587184,0.0004646719,0.000732158,0.0008557487,0.000470246],"domain_scores_gemma":[0.9984662,0.0001187337,0.00009380372,0.0005584365,0.0003942155,0.0003686385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005923206,0.001218877,0.001199614,0.0003245942,0.0001698997,0.00005140381,0.00008345288,0.01260708,0.9811637,0.0001461098,0.0001028526,0.002340032],"study_design_scores_gemma":[0.007449905,0.002346713,0.5417485,0.002182296,0.0007950817,0.00001866124,0.0002086556,0.1185155,0.3216047,0.003759355,0.0002145164,0.001156118],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942896,0.001368737,0.0018489,0.0007737163,0.0001597581,0.0008493777,0.00001538799,0.0001756678,0.0005188609],"genre_scores_gemma":[0.9980995,0.00007935979,0.0004273209,0.000809586,0.00009396001,0.0002095079,0.00002214229,0.00002358371,0.0002350302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.659559,"threshold_uncertainty_score":0.9038616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0809270486656608,"score_gpt":0.2873562246094403,"score_spread":0.2064291759437795,"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."}}