{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01098319,0.001834308,0.0008838519,0.003078673,0.0004506415,0.001682314,0.001779304,0.0008088193,0.002043885],"category_scores_gemma":[0.03231759,0.0004926642,0.00184998,0.001286999,0.0004398207,0.0008513388,0.001402963,0.001783913,0.0005534621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008923753,"about_ca_system_score_gemma":0.001739378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01425572,"about_ca_topic_score_gemma":0.008234178,"domain_scores_codex":[0.9975473,0.001374509,0.0001258464,0.0004360137,0.0002845243,0.0002317273],"domain_scores_gemma":[0.980709,0.0149228,0.001943635,0.000582944,0.001399563,0.0004420919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000765742,0.0004853843,0.6820805,0.0001725342,0.001727854,0.0003730842,0.0002237539,0.2577747,0.0002974725,0.002155064,0.005025587,0.04891842],"study_design_scores_gemma":[0.00006826809,0.0002675257,0.0587497,0.0001135835,0.0003794096,0.0002270197,0.0001397997,0.932634,0.0002734044,0.005799355,0.001312726,0.00003512418],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8495724,0.00320295,0.1327998,0.003035052,0.000329595,0.0003845646,0.006553963,0.00111244,0.003009382],"genre_scores_gemma":[0.9808016,0.0005258357,0.01347491,0.0001415477,0.0001394219,0.0001722787,0.003930296,0.0000401901,0.0007740387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01425572,"threshold_uncertainty_score":0.05808532,"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."}}