{"id":"W3090155896","doi":"10.1038/s41390-020-01148-0","title":"Newborn metabolic vulnerability profile identifies preterm infants at risk for mortality and morbidity","year":2020,"lang":"en","type":"article","venue":"Pediatric Research","topic":"Birth, Development, and Health","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Medicine; Gestational age; Pediatrics; Birth weight; Low birth weight; Population; Cohort; Retrospective cohort study; Cohort study; Vulnerability (computing); Risk of mortality; Infant mortality; Pregnancy; Environmental health; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00348345,0.0001722136,0.0004748826,0.0001628063,0.0005427943,0.00006095399,0.00017119,0.0001530976,0.0002259876],"category_scores_gemma":[0.003370602,0.0001438511,0.00009001201,0.0006305743,0.0001783773,0.0001433603,0.0003143227,0.0007026356,0.00007419143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009963237,"about_ca_system_score_gemma":0.0006929905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008070897,"about_ca_topic_score_gemma":0.0002221325,"domain_scores_codex":[0.9968444,0.0003801142,0.0004698876,0.0006918261,0.0009075393,0.0007062763],"domain_scores_gemma":[0.9977883,0.0005097009,0.0001165707,0.0004274821,0.0004572551,0.0007006775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00056718,0.00008351622,0.9795961,0.001550532,0.00004823344,0.000007543825,0.001226455,3.820533e-7,0.0002188853,0.0002549842,0.0134879,0.002958295],"study_design_scores_gemma":[0.001394409,0.0002302862,0.9901786,0.000006155833,0.0001123953,0.000003789517,0.00008383656,0.0005959367,0.0009856214,0.00292831,0.00334612,0.0001344944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917596,0.00199312,0.0001145095,0.001581724,0.000135752,0.002250751,0.0002190485,0.00007529173,0.001870197],"genre_scores_gemma":[0.9316891,0.06433274,0.001820363,0.0001913295,0.001384256,0.0002990842,0.00006213405,0.00002829192,0.0001926952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06233962,"threshold_uncertainty_score":0.5866076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1828510117576393,"score_gpt":0.4406835740457646,"score_spread":0.2578325622881253,"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."}}