{"id":"W2910641450","doi":"10.1111/ped.13787","title":"Pediatric early warning score and deteriorating ward patients on high‐flow therapy","year":2019,"lang":"en","type":"article","venue":"Pediatrics International","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Saskatchewan","funders":"","keywords":"Medicine; Nasal cannula; Pediatric intensive care unit; Early warning score; Respiratory distress; Intubation; Emergency medicine; Anesthesia; Continuous positive airway pressure; Intensive care medicine; Cannula; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004036625,0.0002186026,0.0002300709,0.0006990383,0.000202454,0.0003076342,0.0002029515,0.0002002356,0.002092687],"category_scores_gemma":[0.002752391,0.00009417193,0.000225546,0.0005386699,0.0001366917,0.000285374,0.0003557578,0.0005038033,0.0001447147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002540302,"about_ca_system_score_gemma":0.000448806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001091993,"about_ca_topic_score_gemma":0.00130018,"domain_scores_codex":[0.9996518,0.00006587023,0.00005996831,0.00005056373,0.0001022468,0.00006961968],"domain_scores_gemma":[0.9972038,0.0003052456,0.001736708,0.0000389164,0.0002221334,0.0004931627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003396585,0.000009352154,0.9989685,0.000006751166,0.000004891627,0.000117753,0.0000146442,0.00002310986,0.00005457777,0.000007475632,0.00009267219,0.0006663104],"study_design_scores_gemma":[0.000002746409,0.00006728523,0.9987386,0.000009127149,0.000007155842,0.0008255598,0.00004960407,0.0001267204,0.00005967494,0.000009349815,0.0001028776,0.000001333886],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989775,0.0002066343,0.0000737349,0.00009167201,0.000007591868,0.000008497082,0.0001591031,0.000003643313,0.0004715538],"genre_scores_gemma":[0.9993336,0.0001272114,0.0001623607,0.00002580642,0.00001190541,0.000007667597,0.0002557022,0.000001479499,0.00007435791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002092687,"threshold_uncertainty_score":0.007000744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01541946209043634,"score_gpt":0.24852471139231,"score_spread":0.2331052493018737,"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."}}