{"id":"W3136373377","doi":"10.5206/uwomj.v89i2.10518","title":"Taking score of Early Warning Scores","year":2021,"lang":"en","type":"article","venue":"University of Western Ontario Medical Journal","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Early warning score; Warning system; Warning signs; Medicine; Intervention (counseling); Medical emergency; Health care; Vital signs; Early warning system; Intensive care medicine; Nursing; Computer science; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001754053,0.00008438003,0.0003458997,0.00009025583,0.00007931882,0.000008490365,0.0001188169,0.00009360994,0.004159672],"category_scores_gemma":[0.000121308,0.00007683622,0.0001872155,0.00008273046,0.0001178705,0.0000781921,0.00007915731,0.0003861659,0.000007455929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002026375,"about_ca_system_score_gemma":0.001166022,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01201678,"about_ca_topic_score_gemma":0.03501876,"domain_scores_codex":[0.9987853,0.00004366861,0.0002110871,0.000125664,0.0006810185,0.0001532517],"domain_scores_gemma":[0.999001,0.00007977113,0.0002533092,0.0001270836,0.0002192307,0.0003196395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001223828,0.000351283,0.9797395,0.00003183202,0.0002604591,0.004069209,0.002876027,0.000002591662,0.0001510374,0.00002662479,0.0001603078,0.0122087],"study_design_scores_gemma":[0.002478425,0.0004028731,0.9904813,0.001533512,0.0002547565,0.00102844,0.0006668291,0.000005323244,0.0009181405,0.00001915262,0.002151627,0.00005968636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964501,0.0003006274,0.0003675446,0.0009901702,0.0001227452,0.00004180577,0.000001416057,0.000006745568,0.001718864],"genre_scores_gemma":[0.9977472,0.0001951195,0.001034144,0.0001478316,0.00006656798,2.791283e-8,0.000005244749,0.000005760096,0.0007981024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02300198,"threshold_uncertainty_score":0.9967507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07685276446360759,"score_gpt":0.2901507222479688,"score_spread":0.2132979577843612,"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."}}