{"id":"W4385555484","doi":"10.1007/s43678-023-00555-6","title":"Outcomes of acute heart failure patients managed in the emergency department","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Emergency department; Heart failure; Myocardial infarction; Intubation; Emergency medicine; Medical record; Internal medicine; Surgery","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":[0.0006675648,0.000314188,0.0007488514,0.0008041507,0.001213965,0.001380272,0.0004680293,0.0007780315,0.003046802],"category_scores_gemma":[0.006537992,0.0002036439,0.000837803,0.001035281,0.0003970768,0.001068517,0.001258343,0.001774715,0.000269564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001876344,"about_ca_system_score_gemma":0.00159047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01503552,"about_ca_topic_score_gemma":0.01771817,"domain_scores_codex":[0.9987914,0.0002385952,0.0001521195,0.0001295654,0.000209463,0.0004788707],"domain_scores_gemma":[0.996391,0.0004408697,0.00119845,0.00006404582,0.0006059763,0.001299595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005875126,0.0002919445,0.9928206,0.00004658903,0.0001530407,0.0004150254,0.0002905992,0.0001625981,0.00006822337,0.0001326641,0.001366405,0.003664854],"study_design_scores_gemma":[0.00004503862,0.0004392616,0.9965229,0.00005924563,0.00005589783,0.0003639823,0.001711393,0.0002381805,0.00002862714,0.0001904869,0.0003260002,0.00001903076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994727,0.0006183383,0.00004767042,0.0007546535,0.00005611942,0.00003753338,0.001019828,0.000003359387,0.002735683],"genre_scores_gemma":[0.9981743,0.0002318926,0.00003392614,0.0001582168,0.000065297,0.00001746788,0.001156944,0.000001796984,0.0001601713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01503552,"threshold_uncertainty_score":0.02989596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.049398734187945,"score_gpt":0.3316178074611379,"score_spread":0.282219073273193,"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."}}