{"id":"W3170147983","doi":"10.1097/pec.0000000000002466","title":"The Pediatric Emergency Research Network","year":2021,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Canada; University of Manitoba; Children's Hospital Research Institute of Manitoba","funders":"","keywords":"Medicine; Intensive care; Medical emergency; Intensive care medicine; Emergency 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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000983726,0.0004316295,0.0005136243,0.0002217614,0.002309941,0.00002610412,0.0004512624,0.000239143,0.003237192],"category_scores_gemma":[0.001077501,0.0003292128,0.0006042926,0.004676221,0.00007586974,0.0001109792,0.0004902903,0.001027379,0.0006778628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001579308,"about_ca_system_score_gemma":0.0006835574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001027155,"about_ca_topic_score_gemma":0.000467134,"domain_scores_codex":[0.9941504,0.0003681613,0.001111965,0.0009090062,0.00158997,0.001870469],"domain_scores_gemma":[0.9947687,0.0001957781,0.0001579555,0.001200574,0.003251134,0.00042589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000376366,0.00006877735,0.6043596,0.0003374369,0.00007885976,0.0001045432,0.001090065,0.00001707453,0.00002029035,0.0005803004,0.3901716,0.003133833],"study_design_scores_gemma":[0.0009933225,0.0004080671,0.6779315,0.0000129373,0.001283747,0.00007020123,0.01272854,0.00001097332,0.00007307348,0.002146532,0.3034489,0.0008921602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4493398,0.4457097,0.0000317945,0.001790522,0.01283986,0.0006116921,0.0000349492,0.0002235117,0.08941817],"genre_scores_gemma":[0.6531024,0.3221667,0.0001391027,0.00003517035,0.01489562,0.0001723264,0.00007248188,0.00008102912,0.009335208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2037627,"threshold_uncertainty_score":0.999916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0569041000199605,"score_gpt":0.3745361104197337,"score_spread":0.3176320103997732,"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."}}