{"id":"W4407945467","doi":"10.1714/4454.44486","title":"Worsening heart failure: definizione, gestione e trattamento","year":2025,"lang":"en","type":"review","venue":"Giornale italiano di cardiologia","topic":"Metabolism and Genetic Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Care Foundation","funders":"","keywords":"Medicine; Heart failure; Intensive care medicine; Cardiology","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":[0.001056732,0.0005580806,0.0007838719,0.001342912,0.0005166004,0.001430005,0.0004467838,0.0007026718,0.003705418],"category_scores_gemma":[0.002776995,0.000132835,0.0004260346,0.001213192,0.0006073027,0.001008038,0.0008720933,0.001562421,0.0005575608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008057745,"about_ca_system_score_gemma":0.00135991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002716995,"about_ca_topic_score_gemma":0.003593183,"domain_scores_codex":[0.9990782,0.0002922426,0.000162822,0.0001692293,0.0001799076,0.000117542],"domain_scores_gemma":[0.9988478,0.0003409161,0.000380809,0.00005679053,0.0001553981,0.0002181979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001579088,0.0003082553,0.710389,0.002179557,0.0003058038,0.004665869,0.001271893,0.0007442515,0.00271639,0.006547764,0.01719761,0.2520947],"study_design_scores_gemma":[0.0001927189,0.001012622,0.8925793,0.003199143,0.0004365793,0.04029261,0.002210785,0.003360109,0.001490126,0.01027756,0.04476027,0.0001882374],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.5986056,0.276818,0.01796446,0.02527255,0.003029628,0.0009083214,0.005243872,0.0002900355,0.07186759],"genre_scores_gemma":[0.9440756,0.03866392,0.004758451,0.002756197,0.003936855,0.0003458934,0.0022697,0.00004260727,0.003150675],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003705418,"threshold_uncertainty_score":0.01239586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01802408970851207,"score_gpt":0.293906392353158,"score_spread":0.2758823026446459,"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."}}