{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003702762,0.0003782355,0.0004666905,0.001001924,0.0002901155,0.000901918,0.0002489236,0.0006244709,0.001244623],"category_scores_gemma":[0.002007855,0.000177169,0.0003194797,0.0006227048,0.0001571218,0.0003818302,0.0005701029,0.0006978,0.00018102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003160362,"about_ca_system_score_gemma":0.0003618875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002471647,"about_ca_topic_score_gemma":0.002566894,"domain_scores_codex":[0.9997762,0.00005975512,0.00002275781,0.00003926153,0.00004353193,0.00005854913],"domain_scores_gemma":[0.9993037,0.0001553702,0.0002566697,0.00003233921,0.00006799403,0.0001838263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003482989,0.00003908003,0.9905281,0.00001721729,0.000048612,0.0004138413,0.000129238,0.00006577793,0.001577086,0.0001377512,0.0001356186,0.006559414],"study_design_scores_gemma":[0.000002569448,0.0001039327,0.9974332,0.00002449801,0.00003406783,0.0009581125,0.0002805853,0.0003287427,0.0004061948,0.000203927,0.0002169618,0.000007166145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971077,0.000786944,0.0002656414,0.0001516858,0.00001390727,0.000007892325,0.0003302103,0.000007060965,0.001329043],"genre_scores_gemma":[0.9983274,0.0005628134,0.0004132393,0.00005122341,0.00001698679,0.00001082911,0.0002996272,0.000005811482,0.0003120691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002471647,"threshold_uncertainty_score":0.004914463,"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."}}