{"id":"W4407238116","doi":"10.1016/j.hfc.2024.12.004","title":"Viability and Congestive Heart Failure","year":2025,"lang":"en","type":"review","venue":"Heart Failure Clinics","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"University of Ottawa","keywords":"Heart failure; Medicine; Cardiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006791872,0.0009910276,0.002141248,0.003156329,0.000290751,0.001416768,0.000739667,0.001326886,0.009736462],"category_scores_gemma":[0.001804308,0.0003540465,0.0007196393,0.002599334,0.0005822373,0.001462313,0.0009886398,0.002194606,0.002411018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005626514,"about_ca_system_score_gemma":0.001728047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001902165,"about_ca_topic_score_gemma":0.006174288,"domain_scores_codex":[0.999749,0.00005945722,0.00005297002,0.00003511115,0.00007657624,0.00002689369],"domain_scores_gemma":[0.9992443,0.0003918222,0.0001629815,0.00001482038,0.0001219731,0.00006416091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000139417,0.00006567863,0.0003234998,0.0325537,0.0002060623,0.00013808,0.00005074317,0.0001446843,0.0002797229,0.002056771,0.06600335,0.8980382],"study_design_scores_gemma":[0.00020347,0.0002323641,0.00314948,0.03994548,0.001269804,0.001268167,0.0001358208,0.0001381771,0.0001317882,0.002790487,0.9506885,0.00004649538],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003292547,0.9990422,0.00001965685,0.000204826,0.0002057463,0.00000262617,0.00001243232,0.000002215556,0.0004773971],"genre_scores_gemma":[0.0004344592,0.9984553,0.00004989122,0.0003711278,0.0003749173,0.00000484942,0.00002347162,6.92191e-7,0.0002852712],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009736462,"threshold_uncertainty_score":0.03257167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03054823290488419,"score_gpt":0.3745395533867608,"score_spread":0.3439913204818766,"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."}}