{"id":"W4404789529","doi":"10.1016/j.jchf.2024.09.013","title":"Decongestion and Outcomes in Patients Hospitalized for Acute Heart Failure","year":2024,"lang":"en","type":"article","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Heart failure; Intensive care medicine; Acute decompensated heart failure; Internal medicine; MEDLINE; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002336169,0.0003024977,0.0005910654,0.0003160186,0.00008172807,0.0001154887,0.00004904474,0.0001924921,0.0001231499],"category_scores_gemma":[0.00009343118,0.000238378,0.0001944508,0.000255261,0.00004430636,0.0002834035,0.0000584768,0.0002097492,0.0001290847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001249838,"about_ca_system_score_gemma":0.00006909244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004561175,"about_ca_topic_score_gemma":0.0001123403,"domain_scores_codex":[0.9983436,0.00004071212,0.00035776,0.0005405712,0.0002667614,0.000450592],"domain_scores_gemma":[0.9992712,0.0001297018,0.00002576821,0.0002918575,0.00007469876,0.0002067861],"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":[0.0001380978,0.0002761882,0.6680776,0.0002743995,0.0003563125,0.00002662269,0.0002265945,7.979427e-7,0.0002295762,0.0005404673,0.3275987,0.002254559],"study_design_scores_gemma":[0.003594567,0.0006970056,0.4050426,0.0002205012,0.0002884035,0.00001217245,0.00005661451,0.0001270183,0.0001451072,0.0001523856,0.589447,0.0002166234],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8421978,0.0001652809,0.00008989077,0.1545797,0.0003769887,0.002253609,0.0000423273,0.0002394673,0.00005491682],"genre_scores_gemma":[0.9634758,0.00002461806,0.03239644,0.001304708,0.0001489748,0.0004175328,0.000213871,0.00006798498,0.001950021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2630351,"threshold_uncertainty_score":0.9720774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008792382899848955,"score_gpt":0.2910938750081219,"score_spread":0.282301492108273,"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."}}