{"id":"W4400883003","doi":"10.1001/jamainternmed.2024.3050","title":"Clinical Evaluations of Early Warning Scores","year":2024,"lang":"en","type":"letter","venue":"JAMA Internal Medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; MEDLINE; Medical physics; Intensive care medicine","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":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008031073,0.00037853,0.00133126,0.0004697096,0.00002625872,0.00002354617,0.0002343473,0.0006952856,0.002188434],"category_scores_gemma":[0.001987139,0.0002389914,0.0005162375,0.0002113908,0.0003523526,0.0000475835,0.0001014002,0.002809321,0.0004592641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001488369,"about_ca_system_score_gemma":0.0001917401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007769662,"about_ca_topic_score_gemma":0.000007798046,"domain_scores_codex":[0.9964291,0.0001623982,0.001368526,0.0005779686,0.001157928,0.0003041025],"domain_scores_gemma":[0.9969356,0.001488827,0.0004381176,0.0005878263,0.0003921743,0.000157427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009878432,0.0001237288,0.08878476,0.0004937766,0.001306505,0.002179963,0.0002894776,2.278748e-7,0.0000166186,0.00002650347,0.8836578,0.02302183],"study_design_scores_gemma":[0.003678952,0.005491524,0.1448198,0.02487053,0.004138243,0.0003000977,0.00005038771,0.00008579409,0.0001473548,0.0004608113,0.8157255,0.000231026],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07468092,0.006946252,0.00005313285,0.9014644,0.00388263,0.000588355,0.00004019617,0.00008473465,0.01225937],"genre_scores_gemma":[0.1858098,0.001365757,0.0004477662,0.7596916,0.03401281,0.0001489123,0.0004935024,0.0001513935,0.01787842],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1417728,"threshold_uncertainty_score":0.9994912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1936352431081146,"score_gpt":0.4733259130741601,"score_spread":0.2796906699660455,"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."}}