{"id":"W4413766458","doi":"10.1016/j.ejim.2025.106486","title":"Differences in indications, contraindications, and prescribing patterns for heart failure between specialties: the VancOuver CoastAL Acute Heart Failure (VOCAL-AHF) registry","year":2025,"lang":"en","type":"letter","venue":"European Journal of Internal Medicine","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia; Université de Montréal; University of British Columbia Hospital; Montreal Heart Institute","funders":"","keywords":"Medicine; Heart failure; Medical emergency; Intensive care medicine; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00161643,0.0004265972,0.001345215,0.0006860316,0.0001550447,0.00007082087,0.0004565688,0.0002240586,0.0001396365],"category_scores_gemma":[0.001047726,0.0002517845,0.0005304682,0.0002133791,0.0004204776,0.0001100279,0.0001097379,0.003138751,0.000004492666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001220662,"about_ca_system_score_gemma":0.0002595537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001028593,"about_ca_topic_score_gemma":0.000192662,"domain_scores_codex":[0.996372,0.0006083481,0.001397253,0.0003929951,0.0008688447,0.0003605332],"domain_scores_gemma":[0.997095,0.0009376919,0.0009091688,0.0004941229,0.0003618442,0.0002022017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001276128,0.00002263164,0.1332057,0.0002111929,0.001051099,0.0002978269,0.0004765401,1.867805e-7,0.00005077886,0.00000419857,0.8637143,0.0008380033],"study_design_scores_gemma":[0.003387444,0.000676762,0.1671844,0.00524839,0.001190601,0.000828446,0.001379835,0.000002459832,0.00004307433,0.00001814456,0.8198511,0.0001894119],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04797732,0.001234473,0.01230484,0.9333315,0.003222285,0.001139776,0.0003552694,0.00003631229,0.0003982327],"genre_scores_gemma":[0.6896609,0.001028226,0.001396426,0.2641885,0.03738792,0.00003241823,0.0003784521,0.0001820201,0.00574515],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.669143,"threshold_uncertainty_score":0.9999934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01872451613572347,"score_gpt":0.2589933324921787,"score_spread":0.2402688163564552,"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."}}