{"id":"W4402228895","doi":"10.1002/ehf2.14825","title":"Awareness, Access, and Adoption of Natriuretic Peptides for Diagnosis of Heart Failure","year":2024,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"European Society of Cardiology; Cardiac Society of Australia and New Zealand; Heart Failure Society of America; American Heart Association","keywords":"Medicine; Guideline; Heart failure; Readability; Community hospital; Natriuretic peptide; Health care; Family medicine; Internal medicine; Nursing; Pathology","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":[0.003212573,0.0001341525,0.0001903786,0.0008973544,0.0002455158,0.0005789564,0.0002438133,0.0003968847,0.002386571],"category_scores_gemma":[0.007905504,0.0001892607,0.0002945603,0.0005101025,0.0002607194,0.000709181,0.0006441228,0.0005016508,0.0004610416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003413533,"about_ca_system_score_gemma":0.0006506735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003826039,"about_ca_topic_score_gemma":0.00400419,"domain_scores_codex":[0.9978072,0.0009214281,0.0003609898,0.0001512439,0.0004730186,0.0002860419],"domain_scores_gemma":[0.9930409,0.002082628,0.00299137,0.0001502632,0.001021287,0.000713521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002582537,0.0001008174,0.9903071,0.00006918838,0.0000192171,0.00007022012,0.001320375,0.00003043541,0.0001410594,0.0000216741,0.0005368826,0.00735721],"study_design_scores_gemma":[0.000004626072,0.0001749911,0.9958521,0.00006404386,0.000008967438,0.0002711202,0.002466141,0.0001284969,0.00007397156,0.00002118357,0.0009271858,0.00000706421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996763,0.0002168553,0.0001411874,0.0003560769,0.0000107228,0.00004335167,0.0005566181,0.000005354465,0.001906752],"genre_scores_gemma":[0.9986715,0.0002495782,0.0002524604,0.0001736604,0.00001236682,0.00004283962,0.0003216893,0.000001843965,0.0002740487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003826039,"threshold_uncertainty_score":0.01698989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02350713252163457,"score_gpt":0.3140653755698794,"score_spread":0.2905582430482448,"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."}}