{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01352411,0.0001456607,0.001313837,0.0001464779,0.00006192088,0.000103359,0.0003658968,0.0001792163,0.0004458623],"category_scores_gemma":[0.0282404,0.00008999075,0.0004387469,0.0002575881,0.0001098949,0.00007818265,0.00008571993,0.001460981,0.00006450237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001228084,"about_ca_system_score_gemma":0.0007361873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003710314,"about_ca_topic_score_gemma":0.000002987212,"domain_scores_codex":[0.9931955,0.001477264,0.001945399,0.0002459083,0.002814539,0.0003213433],"domain_scores_gemma":[0.9937093,0.003493695,0.000580198,0.0001772823,0.001070407,0.0009691148],"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":[0.001927193,0.001741864,0.0997702,0.8112055,0.001919606,0.003695229,0.0008293173,0.00003364498,0.00004449106,0.000184354,0.07180451,0.00684407],"study_design_scores_gemma":[0.004986403,0.0112248,0.0008226681,0.9280019,0.0005165543,0.0004046975,0.0001488386,0.04973965,0.00007458006,0.00000387304,0.003942005,0.0001339751],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1267237,0.7259062,0.01467672,0.1231968,0.001256347,0.007911296,0.000004988917,0.00007387764,0.0002500076],"genre_scores_gemma":[0.94753,0.04765012,0.0003156734,0.002815108,0.001331697,0.0001697656,0.00001008567,0.00003774929,0.0001397842],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8208063,"threshold_uncertainty_score":0.9799451,"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."}}