{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008610951,0.0004956746,0.0004452025,0.0005335773,0.0001741748,0.0004960868,0.0002928849,0.0003002042,0.001037614],"category_scores_gemma":[0.003506636,0.00009601851,0.0003647109,0.0001881268,0.0001309411,0.0001928348,0.0002245373,0.0003688348,0.0002626156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002758169,"about_ca_system_score_gemma":0.0003622948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006270695,"about_ca_topic_score_gemma":0.002727452,"domain_scores_codex":[0.9998096,0.00005998624,0.00001649241,0.00005808413,0.00002721248,0.00002873731],"domain_scores_gemma":[0.9989892,0.000635792,0.0001066347,0.0000452917,0.0001745937,0.00004853552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001364273,0.0005072313,0.6393105,0.0001280524,0.0004133369,0.0006079435,0.000227152,0.1732843,0.01333765,0.0004591815,0.001963131,0.1683972],"study_design_scores_gemma":[0.00001178202,0.0002800035,0.1041473,0.00003643764,0.00004871921,0.0001291358,0.00007045537,0.8938491,0.001051178,0.0001612054,0.0002016288,0.00001301984],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979011,0.0002722947,0.01937605,0.0001390187,0.00003628363,0.00004618904,0.0002200121,0.000123606,0.0007755149],"genre_scores_gemma":[0.9962296,0.00007963066,0.003028589,0.00001733708,0.000009532046,0.00002816667,0.0002844176,0.000005920817,0.0003167747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006270695,"threshold_uncertainty_score":0.0124684,"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."}}