{"id":"W1496432812","doi":"10.1093/pch/16.3.e18","title":"Implementing the Bedside Paediatric Early Warning System in a community hospital: A prospective observational study","year":2011,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Credit Valley Hospital; Hospital for Sick Children","funders":"","keywords":"Medicine; Workload; Observational study; Emergency medicine; Prospective cohort study; Early warning score; Cardiopulmonary resuscitation; Community hospital; Warning system; Intensive care medicine; Medical emergency; Pediatrics; Resuscitation; Nursing; 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":[0.003221918,0.0002708734,0.00053539,0.0002936872,0.001027283,0.00003602759,0.000230174,0.00006793441,0.00002018907],"category_scores_gemma":[0.0002888963,0.0001928885,0.0001475298,0.001172671,0.00003127201,0.0001170027,0.0002168282,0.0009522426,0.0000264535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008204134,"about_ca_system_score_gemma":0.0003512732,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0128912,"about_ca_topic_score_gemma":0.001511719,"domain_scores_codex":[0.9968611,0.0006261683,0.0008319579,0.0003636009,0.0005632404,0.0007539204],"domain_scores_gemma":[0.9980507,0.0005219453,0.0004698288,0.0005669156,0.0001745873,0.000215954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003646374,0.002971548,0.9547988,0.0001339918,0.0001011078,0.00002536151,0.03927922,0.000001822171,6.45261e-8,0.0008765658,0.0002020316,0.001573073],"study_design_scores_gemma":[0.002855609,0.002120145,0.9755023,0.0000927127,0.0001561414,0.00001120264,0.01885233,0.00003737826,0.000002632312,0.0001010747,0.0001174597,0.0001510692],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903321,0.00249244,0.00001981031,0.001572666,0.0002260308,0.003775697,0.0000203884,0.0001275651,0.001433289],"genre_scores_gemma":[0.9974352,0.0002530492,0.0004964616,0.0007479948,0.0003985733,0.0005778402,0.00004000602,0.00004272112,0.000008128563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02070349,"threshold_uncertainty_score":0.993682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1300982884581647,"score_gpt":0.3532447656537535,"score_spread":0.2231464771955888,"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."}}