{"id":"W4392746281","doi":"10.1016/j.jchf.2024.02.020","title":"Contemporary American and European Guidelines for Heart Failure Management","year":2024,"lang":"en","type":"article","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Guideline; Medicine; Heart failure; Intensive care medicine; Health care; Clinical Practice; Canadian Cardiovascular Society; Family medicine; Cardiology; Pathology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008869532,0.0009840211,0.00120174,0.003635104,0.00124848,0.003790833,0.002258654,0.003921823,0.007357542],"category_scores_gemma":[0.01631316,0.0002863666,0.001772668,0.003744368,0.001406776,0.00156334,0.002292338,0.005927857,0.00421156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003050989,"about_ca_system_score_gemma":0.01299985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01333656,"about_ca_topic_score_gemma":0.03234383,"domain_scores_codex":[0.9942271,0.001521269,0.001554614,0.0002790022,0.001818785,0.0005991868],"domain_scores_gemma":[0.987744,0.002175992,0.00167705,0.0003419842,0.006483673,0.001577185],"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":[0.0001140153,0.0002423187,0.004089236,0.001533333,0.0001190343,0.0002128494,0.0002597087,0.0006866126,0.0002718616,0.01120126,0.6676903,0.3135794],"study_design_scores_gemma":[0.0002071527,0.00007555953,0.01288385,0.009255444,0.0002886348,0.0005933262,0.0004473969,0.0007301911,0.0001526545,0.007703292,0.9676027,0.00005977826],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.007646325,0.3174324,0.02358305,0.4344583,0.04380029,0.0009008653,0.00559934,0.001188423,0.165391],"genre_scores_gemma":[0.08667447,0.3636957,0.1502889,0.2507555,0.04287983,0.004058136,0.0212042,0.000805915,0.07963742],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01333656,"threshold_uncertainty_score":0.04690713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0461497502145265,"score_gpt":0.3344863975983544,"score_spread":0.2883366473838279,"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."}}