{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001305701,0.0008224224,0.0009769957,0.001841866,0.0006943935,0.001693343,0.0005160769,0.0004875733,0.005827757],"category_scores_gemma":[0.005714297,0.0001597112,0.0008611525,0.001258475,0.0003185834,0.0009089321,0.0007881105,0.001068242,0.001204682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001276008,"about_ca_system_score_gemma":0.002138007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02444339,"about_ca_topic_score_gemma":0.03678679,"domain_scores_codex":[0.9987394,0.0002346074,0.000196863,0.0001202095,0.0005360171,0.0001729189],"domain_scores_gemma":[0.9974137,0.0001988268,0.0005545418,0.00008674509,0.001188376,0.0005577911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009716859,0.0002904956,0.7896988,0.0003272436,0.0003156155,0.000521685,0.0005746438,0.0005728327,0.001638823,0.0008745182,0.01887354,0.1853401],"study_design_scores_gemma":[0.0001383428,0.001691122,0.9647284,0.0003621439,0.0004083403,0.001460376,0.001050951,0.002646412,0.002651814,0.001971247,0.02270634,0.000184539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8802786,0.005158915,0.0105779,0.006681183,0.001329275,0.00100778,0.009644246,0.0007042057,0.08461786],"genre_scores_gemma":[0.9638863,0.003627782,0.01324637,0.0006623657,0.0003033912,0.0003866827,0.002990078,0.00004181725,0.01485529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02444339,"threshold_uncertainty_score":0.04860222,"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."}}