{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001119319,0.0001214814,0.0003612157,0.0008043603,0.001081274,0.0009563217,0.0004095718,0.001768198,0.002120004],"category_scores_gemma":[0.007723634,0.0002544811,0.0002370761,0.002440424,0.0002899158,0.0002949847,0.0003957282,0.001443282,0.0006015544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002764681,"about_ca_system_score_gemma":0.00357908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3684778,"about_ca_topic_score_gemma":0.6593518,"domain_scores_codex":[0.9985624,0.000284366,0.0002712091,0.0001283357,0.000484425,0.0002692351],"domain_scores_gemma":[0.992493,0.002381919,0.001377478,0.0003849061,0.002044084,0.001318628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002141588,0.00006410368,0.8651479,0.00004738625,0.00004300325,0.001126077,0.0004210669,0.0000925503,0.000211648,0.0001436809,0.1192661,0.01322224],"study_design_scores_gemma":[0.0001102298,0.00003833998,0.9662381,0.0002307571,0.00004689716,0.001696498,0.002025946,0.0007719265,0.0001335408,0.0002588331,0.02840506,0.0000438321],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7461168,0.002401058,0.0004211695,0.1774023,0.001981621,0.0001521013,0.03086753,0.00009421909,0.04056318],"genre_scores_gemma":[0.9079865,0.001633301,0.0008845741,0.06914741,0.001471704,0.0001436715,0.007607223,0.00008226107,0.01104337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3684778,"threshold_uncertainty_score":0.732666,"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."}}