{"id":"W3118010610","doi":"10.2196/25187","title":"Machine Learning–Based Early Warning Systems for Clinical Deterioration: Systematic Scoping Review","year":2020,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":145,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute; Public Health Ontario; University of Toronto; McMaster University; Hamilton Health Sciences","funders":"","keywords":"Warning system; Systematic review; Computer science; Early warning system; Medicine; Artificial intelligence; MEDLINE; Chemistry","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":[0.01225309,0.001783244,0.007654808,0.0119026,0.0007883361,0.003414165,0.002911501,0.002588525,0.006146875],"category_scores_gemma":[0.08358046,0.001108992,0.007141206,0.01058539,0.001000077,0.003444611,0.00188737,0.001677219,0.0005273238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005640716,"about_ca_system_score_gemma":0.01830741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01119158,"about_ca_topic_score_gemma":0.02286036,"domain_scores_codex":[0.9914869,0.003006249,0.003169632,0.0004878342,0.001623257,0.0002261412],"domain_scores_gemma":[0.9472045,0.04021435,0.007896999,0.0006149887,0.003753921,0.0003152915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001179845,0.00001804211,0.0004468016,0.9572648,0.003709888,0.00004812474,0.0001573162,0.0001794888,0.00004456247,0.0002357591,0.001717957,0.03605926],"study_design_scores_gemma":[0.000094759,0.00006628095,0.001126197,0.9729236,0.01808636,0.00009198795,0.0001247511,0.0001362931,0.00006438541,0.0002039213,0.007060597,0.00002078419],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008215517,0.9964601,0.0003884699,0.0004044664,0.0001548569,0.0008538725,0.0004823299,0.00002206575,0.0004122294],"genre_scores_gemma":[0.01220572,0.9839003,0.001269362,0.0004999536,0.000109246,0.00150193,0.000345664,0.000009192205,0.0001586178],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01225309,"threshold_uncertainty_score":0.06480134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.531992021045129,"score_gpt":0.5824537001960498,"score_spread":0.05046167915092081,"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."}}