{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003209715,0.0002557912,0.0006201613,0.0003041872,0.00007767953,0.00006193493,0.00008438937,0.0001729767,0.0001782558],"category_scores_gemma":[0.0001064186,0.000210675,0.0002569515,0.0004062263,0.00013687,0.000286594,0.00008994889,0.0001600746,0.00002519678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004886937,"about_ca_system_score_gemma":0.0001785715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001194968,"about_ca_topic_score_gemma":0.0001439768,"domain_scores_codex":[0.9984335,0.00004476661,0.0004429007,0.0004369202,0.0003280062,0.0003138463],"domain_scores_gemma":[0.9990287,0.0002495723,0.00006019958,0.0003382238,0.0001697187,0.0001535393],"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":[0.0001403135,0.0003158298,0.3222695,0.005498302,0.0003781879,0.00001690517,0.0002906531,0.00001146601,0.005332429,0.004291024,0.6595466,0.001908779],"study_design_scores_gemma":[0.001387955,0.0008104017,0.02459997,0.001469722,0.0005802668,0.0000411045,0.0002938019,0.0002466117,0.01420101,0.000665723,0.955466,0.0002374608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8257287,0.004985768,0.0005424768,0.164398,0.0004014351,0.003304441,0.000146939,0.0002976865,0.000194548],"genre_scores_gemma":[0.9747781,0.0002188982,0.02376258,0.0002018511,0.0002127498,0.0002857858,0.0001076589,0.00004691905,0.0003854831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2976695,"threshold_uncertainty_score":0.8591076,"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."}}