{"id":"W4398762824","doi":"10.1007/s43678-024-00711-6","title":"HEART + score: integrating carotid ultrasound to chest pain assessment in the emergency department","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Acute Myocardial Infarction Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"Southeastern Ontario Academic Medical Organization; Canada Foundation for Innovation","keywords":"Medicine; Chest pain; Ultrasound; Internal medicine; Cardiology; Emergency department; Framingham Risk Score; Troponin; Radiology; Disease; Myocardial infarction","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009698919,0.0008788995,0.0008697809,0.001334435,0.0003043837,0.001409529,0.0006971074,0.000603491,0.006969899],"category_scores_gemma":[0.003820086,0.0003017244,0.001130424,0.0007909095,0.0002089235,0.0007881592,0.001214385,0.001073696,0.001252271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000630824,"about_ca_system_score_gemma":0.001048272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00711151,"about_ca_topic_score_gemma":0.01638187,"domain_scores_codex":[0.9990544,0.0002403225,0.0001526579,0.00009941045,0.0003008998,0.00015225],"domain_scores_gemma":[0.9986933,0.0002643102,0.0004254508,0.00003426976,0.0003153872,0.0002673317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001439485,0.0004360781,0.9501856,0.000204208,0.0006100837,0.0001634446,0.00009244359,0.0005664406,0.0006083785,0.0002348903,0.008894242,0.03656473],"study_design_scores_gemma":[0.0002050763,0.0005288043,0.993322,0.00008653304,0.000315334,0.0004368511,0.000215492,0.002190264,0.0002334973,0.0002541087,0.0021813,0.00003072833],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9659678,0.001122001,0.001828096,0.001164213,0.0003982928,0.0005556793,0.006889588,0.0002724103,0.02180187],"genre_scores_gemma":[0.9784172,0.0008437217,0.008827105,0.0005965179,0.0004556369,0.0004221804,0.00649876,0.00005692629,0.003882023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00711151,"threshold_uncertainty_score":0.02331662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0877455763540157,"score_gpt":0.4017048866998363,"score_spread":0.3139593103458206,"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."}}