{"id":"W239145551","doi":"10.1186/cc14581","title":"Hamilton Early Warning Score: predict, prevent and protect","year":2015,"lang":"en","type":"article","venue":"Critical Care","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Early warning score; Medicine; Observational study; Warning signs; Documentation; Warning system; Health records; Emergency medicine; Medical emergency; Health care; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001189764,0.0005447099,0.0008094555,0.001461589,0.0003056043,0.0006118157,0.0005050604,0.0003568181,0.003541167],"category_scores_gemma":[0.005644868,0.0001612934,0.0006487843,0.000860359,0.0001808428,0.0006744016,0.0006198283,0.0006649462,0.0005982772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007956659,"about_ca_system_score_gemma":0.001671445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007322283,"about_ca_topic_score_gemma":0.01681285,"domain_scores_codex":[0.9988808,0.0002650308,0.0002253428,0.0001090925,0.0003925644,0.0001271428],"domain_scores_gemma":[0.9983246,0.000299317,0.0004983569,0.00006328819,0.0005437761,0.0002706617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002077801,0.000451768,0.8488953,0.0003066294,0.000659772,0.0001391125,0.00009953613,0.001158623,0.0004337417,0.0009898304,0.0358716,0.1089162],"study_design_scores_gemma":[0.0008760399,0.00173009,0.9770132,0.0001415407,0.0004772579,0.0003412163,0.0001328283,0.006820738,0.001002442,0.00106351,0.01032248,0.00007871354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8974413,0.002494335,0.01806075,0.005363843,0.0009760746,0.00658769,0.02479074,0.0006627683,0.04362246],"genre_scores_gemma":[0.9620315,0.0008351867,0.01885282,0.0006772281,0.0004178926,0.002152644,0.009828923,0.00006576758,0.005137949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007322283,"threshold_uncertainty_score":0.01455933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04684927274374296,"score_gpt":0.3323385349749332,"score_spread":0.2854892622311902,"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."}}