{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001987099,0.0001581322,0.0001790847,0.0002880205,0.00006458943,0.00005510212,0.0001141243,0.00009481596,0.0003799116],"category_scores_gemma":[0.0001309402,0.0001357036,0.00006423969,0.0001390215,0.00001053494,0.0001511341,0.00005601413,0.0002745431,0.0001803985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005685601,"about_ca_system_score_gemma":0.0000676545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001047546,"about_ca_topic_score_gemma":5.578681e-7,"domain_scores_codex":[0.9986293,0.00002423827,0.0002653143,0.000308661,0.0005755528,0.0001969673],"domain_scores_gemma":[0.9992726,0.00008628346,0.0001518116,0.0001521729,0.0002123289,0.000124801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001282148,0.00008671606,0.984286,0.00002167894,0.00001525081,0.00001151177,0.0001899711,0.000008569978,0.0001947624,0.0001536499,0.0002757052,0.01462804],"study_design_scores_gemma":[0.003535627,0.001279795,0.9897357,0.00001714082,0.00003912704,0.00000606605,0.00003175058,0.0004743999,0.0003492297,0.0001740425,0.004131785,0.0002252869],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963697,0.00009054745,0.0001757877,0.0001034352,0.001617416,0.0003017391,0.0000226773,0.00005240216,0.001266309],"genre_scores_gemma":[0.9955483,0.0002533686,0.001548116,0.000600822,0.00136499,0.00001365179,0.00009722425,0.0000301308,0.0005433614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01440275,"threshold_uncertainty_score":0.5533831,"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."}}