{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000975855,0.0006787157,0.003963057,0.0002338566,0.0001426002,0.00008580479,0.0001168963,0.0009420678,0.00007997427],"category_scores_gemma":[0.006528128,0.0005780188,0.001218259,0.0004958067,0.0003724245,0.00006172212,0.0002391549,0.00171233,0.0002664253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001275985,"about_ca_system_score_gemma":0.001685341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001800225,"about_ca_topic_score_gemma":0.00001891055,"domain_scores_codex":[0.9966522,0.0003842635,0.001083568,0.001031074,0.000338746,0.0005101704],"domain_scores_gemma":[0.9922357,0.005613353,0.0002066314,0.001152303,0.0003541461,0.0004379336],"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":[0.00002748883,0.0002647436,0.0142815,0.05977447,0.0004312893,0.00006249431,0.00004278456,4.131439e-7,1.637877e-7,0.000206842,0.7567317,0.1681761],"study_design_scores_gemma":[0.0005981875,0.0001577664,0.0005766768,0.02041774,0.003079369,0.0003429442,0.00003934022,0.000003887556,5.496384e-7,0.00008258,0.9742733,0.000427663],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002067466,0.988649,0.0000335611,0.007407097,0.0008887108,0.001971523,0.0003022542,0.0002087388,0.0005184958],"genre_scores_gemma":[0.00004239709,0.9892101,0.00664787,0.001550078,0.0007697188,0.0001419571,0.0003186192,0.00008317056,0.001236112],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2175415,"threshold_uncertainty_score":0.9996671,"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."}}