{"id":"W4250256202","doi":"10.22489/cinc.2019.111","title":"Feasibility of Automated Vital Sign Instability Detection in Children Admitted to the Pediatric Intensive Care Unit","year":2019,"lang":"en","type":"article","venue":"Computing in cardiology","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pediatric intensive care unit; Sign (mathematics); Intensive care unit; Neonatal intensive care unit; Medicine; Vital signs; Computer science; Intensive care medicine; Pediatrics; Mathematics; Radiology","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":[0.001192244,0.0001066669,0.0003866841,0.0001960494,0.0001072478,3.503171e-7,0.0002022391,0.0002253857,0.00001057791],"category_scores_gemma":[0.00215209,0.00008536728,0.00005915473,0.0007048071,0.00005507351,0.00002743081,0.0001945363,0.0006244769,0.00006474826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002472393,"about_ca_system_score_gemma":0.0002541293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002597519,"about_ca_topic_score_gemma":0.0002078333,"domain_scores_codex":[0.9968956,0.00175886,0.00059362,0.0003189078,0.0001142901,0.0003186958],"domain_scores_gemma":[0.9979939,0.0008312956,0.0002403166,0.0004066302,0.0004705917,0.00005721284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006886642,0.00001113261,0.9781986,0.00006157187,0.000007524302,4.381436e-7,0.006304118,0.01477893,0.00006357266,0.000005492011,0.00001866226,0.0004810295],"study_design_scores_gemma":[0.0008652184,0.0001054741,0.9896172,0.00004242718,0.000009235342,0.00000270763,0.007181131,0.00201552,0.00001432213,0.00001405177,0.00005751564,0.00007524481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951786,0.00005572793,0.001287167,0.0001997107,0.001002927,0.001887763,0.00001758488,0.0001021914,0.0002683523],"genre_scores_gemma":[0.9994419,0.000003303603,0.00003622028,0.0003375602,0.0001078703,0.00002627761,0.00003511506,0.000008138978,0.000003622871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01276341,"threshold_uncertainty_score":0.3481176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05475562267308336,"score_gpt":0.3929249364338704,"score_spread":0.338169313760787,"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."}}