{"id":"W2790351487","doi":"10.1093/pch/pxx133","title":"Rapid response systems for paediatrics: Suggestions for optimal organization and training","year":2018,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Paediatric Society","funders":"","keywords":"Medicine; Medical emergency; Identification (biology); Rapid response team; Resuscitation; Training (meteorology); Population; Intensive care medicine; Medical education; Nursing; 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":[],"consensus_categories":[],"category_scores_codex":[0.002349471,0.0002174694,0.0004241204,0.000540979,0.001013041,0.00005774151,0.0000887864,0.0002115499,0.00002243971],"category_scores_gemma":[0.003583087,0.0002263123,0.00007451426,0.001042455,0.00007533272,0.0001096057,0.00002004029,0.0002129096,0.000009358734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004326959,"about_ca_system_score_gemma":0.002273685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006520641,"about_ca_topic_score_gemma":0.000004015649,"domain_scores_codex":[0.9976367,0.0001920762,0.000789089,0.0005070562,0.0002953677,0.0005797243],"domain_scores_gemma":[0.9941494,0.002815929,0.0004074893,0.0003489747,0.001721492,0.0005567559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007369921,0.001109054,0.6871545,0.01209353,0.0002701685,0.000004409163,0.07946762,0.002058935,0.00002913585,0.02167716,0.1164867,0.07227883],"study_design_scores_gemma":[0.01760009,0.009425338,0.7670507,0.0005194796,0.0007451273,0.0003187379,0.01557538,0.04803838,0.00005312677,0.0005761451,0.1386667,0.001430871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7498673,0.02516927,0.1090732,0.09192201,0.006672861,0.01525245,0.001197624,0.0007356894,0.0001095615],"genre_scores_gemma":[0.9722719,0.001262515,0.01567117,0.002506395,0.006971847,0.0004367065,0.0006891532,0.0001009423,0.00008934239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2224046,"threshold_uncertainty_score":0.9228749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04210797894631536,"score_gpt":0.3438239346820327,"score_spread":0.3017159557357174,"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."}}