{"id":"W3118396387","doi":"10.1542/peds.2020-022962","title":"Predictive Models of Neurodevelopmental Outcomes After Neonatal Hypoxic-Ischemic Encephalopathy","year":2021,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Neonatal and fetal brain pathology","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Bayley Scales of Infant Development; Hypoxic Ischemic Encephalopathy; Pediatrics; Cohort; Encephalopathy; Retrospective cohort study; Neonatal encephalopathy; Cohort study; 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":[0.00008640972,0.0001765715,0.0003618632,0.0001086073,0.00003301615,0.000005262257,0.00009092574,0.0001189108,0.0001100669],"category_scores_gemma":[0.0001933702,0.0001553755,0.0001476421,0.0003279875,0.0000928365,0.0001358874,0.0001962894,0.0002328097,0.00003325896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003463946,"about_ca_system_score_gemma":0.0002442998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003752536,"about_ca_topic_score_gemma":0.000001493863,"domain_scores_codex":[0.9986662,0.000027845,0.0003391558,0.0003537782,0.0003509492,0.0002620462],"domain_scores_gemma":[0.9992375,0.000113548,0.00008545553,0.0002463071,0.0001754153,0.0001417102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009086934,0.0006924601,0.9522281,0.0006315917,0.0001166581,0.00557266,0.004376665,0.00006097349,0.01217147,0.0002928668,0.001458266,0.02148961],"study_design_scores_gemma":[0.005154908,0.0005533556,0.953975,0.00005687773,0.0005885436,0.002531168,0.001202913,0.001275597,0.02774995,0.002621071,0.003508595,0.0007820427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896764,0.002644079,0.002282329,0.0003033453,0.0003998796,0.000178715,0.0001586679,0.00005383252,0.00430271],"genre_scores_gemma":[0.9933204,0.0003283093,0.004199782,0.0007165003,0.0001560579,0.00002662504,0.00007952643,0.00002355997,0.001149246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02070757,"threshold_uncertainty_score":0.633603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01142446338785631,"score_gpt":0.2327854402455208,"score_spread":0.2213609768576645,"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."}}