{"id":"W2598563835","doi":"10.1002/ejhf.794","title":"March 2017 at a Glance: Pathophysiology, Imaging, Biomarkers and Devices","year":2017,"lang":"en","type":"review","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Ejection fraction; Medicine; Internal medicine; Heart failure; Cardiology; Pathophysiology; Ambulatory","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":[0.001163157,0.001069944,0.001141835,0.001550874,0.000846304,0.004197257,0.001102689,0.004629984,0.05233741],"category_scores_gemma":[0.003420797,0.0004299009,0.0006295168,0.0009405491,0.00144,0.003453944,0.001763448,0.005940027,0.04372092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000831407,"about_ca_system_score_gemma":0.0009942633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009469579,"about_ca_topic_score_gemma":0.001991555,"domain_scores_codex":[0.9992657,0.0001489073,0.00008906556,0.00007248413,0.000361236,0.00006256942],"domain_scores_gemma":[0.9987331,0.000315782,0.0001128006,0.0001264008,0.0005008077,0.0002111998],"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":[0.0001243312,0.00006621099,0.001294606,0.0007257779,0.00003427079,0.001809456,0.00008551896,0.00007778998,0.001443719,0.003865176,0.6694677,0.3210054],"study_design_scores_gemma":[0.00001267732,0.00004283399,0.0009239721,0.0009175541,0.0000157704,0.006885775,0.00008934473,0.00006629571,0.0003157701,0.003541736,0.9871715,0.00001677576],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002937407,0.5455285,0.006102384,0.2220536,0.09023723,0.0001080105,0.0005346573,0.001130071,0.1313682],"genre_scores_gemma":[0.02527803,0.3754804,0.007337696,0.1296847,0.1880321,0.0001652099,0.00098612,0.0006650999,0.2723707],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05233741,"threshold_uncertainty_score":0.1750861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05508611832878189,"score_gpt":0.3511080670855003,"score_spread":0.2960219487567184,"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."}}