{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000578822,0.0003452968,0.0005672094,0.0005230632,0.0006669451,0.001503788,0.0003828913,0.001052153,0.00217997],"category_scores_gemma":[0.004385935,0.000247111,0.001184437,0.0007956056,0.0004122623,0.0009840704,0.000875293,0.001915057,0.0002158587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006316,"about_ca_system_score_gemma":0.0006368352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006077291,"about_ca_topic_score_gemma":0.008631328,"domain_scores_codex":[0.9994678,0.0001412859,0.00007142308,0.00004854386,0.00008473307,0.0001862604],"domain_scores_gemma":[0.9976227,0.0003771259,0.001050143,0.00008897985,0.0001876717,0.0006734225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004982663,0.0002813076,0.9965602,0.00003060569,0.0002131736,0.00009465017,0.00007913591,0.00005078807,0.00005004585,0.00003381273,0.0002074396,0.00190059],"study_design_scores_gemma":[0.00002880292,0.0003307384,0.99855,0.00003993412,0.0001091317,0.00009840958,0.0004540292,0.0001334189,0.00002104987,0.00008766673,0.0001377959,0.000008985535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971074,0.001180894,0.00003136903,0.0003597498,0.00005057138,0.00001012317,0.0002754588,0.000002320303,0.0009821837],"genre_scores_gemma":[0.9986909,0.0004707392,0.00003553675,0.0001644971,0.00005931657,0.000007040092,0.0003788075,0.000001293589,0.0001918828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006077291,"threshold_uncertainty_score":0.01208383,"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."}}