{"id":"W2793725744","doi":"10.3389/fped.2018.00066","title":"Pediatric Vital Sign Distribution Derived From a Multi-Centered Emergency Department Database","year":2018,"lang":"en","type":"article","venue":"Frontiers in Pediatrics","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Children's Health Foundation","keywords":"Medicine; Emergency department; Vital signs; Respiratory rate; Pediatrics; Guideline; Population; Emergency medicine; Heart rate; Internal medicine; Blood pressure; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002180565,0.0002190661,0.0003173919,0.0002891479,0.0001335659,0.000007009578,0.0001654627,0.0003002426,0.00004975462],"category_scores_gemma":[0.0005048295,0.0002243685,0.00007816862,0.0007590491,0.00005163705,0.0001334542,0.0001003206,0.0004173547,0.00006112963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003024008,"about_ca_system_score_gemma":0.0001505932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001161787,"about_ca_topic_score_gemma":0.00003553347,"domain_scores_codex":[0.9981408,0.00008098699,0.0005233601,0.0004644549,0.0002864689,0.0005039904],"domain_scores_gemma":[0.9989681,0.00003465124,0.000203916,0.0004328267,0.0001395174,0.0002209886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001850285,0.0003746462,0.9757017,0.00007082625,0.00001777864,0.00006086674,0.0001822539,5.11528e-7,0.0001471612,0.00000333304,0.01839164,0.004864208],"study_design_scores_gemma":[0.004896509,0.0008040029,0.9858267,0.00004202525,0.0003848818,0.000007680924,0.0004946689,0.00138598,0.001810339,0.000152221,0.00368241,0.0005125873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8941745,0.002073542,0.09654171,0.000146002,0.00582987,0.0005415297,0.0005066929,0.0001655062,0.00002072264],"genre_scores_gemma":[0.97454,0.002359895,0.0192937,0.00004900524,0.00213024,0.00005069244,0.001521753,0.000026031,0.000028707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08036555,"threshold_uncertainty_score":0.9149484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03399366287422455,"score_gpt":0.304080408581295,"score_spread":0.2700867457070704,"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."}}