{"id":"W2770663087","doi":"","title":"Abstract 20397: Linking Improved Processes of Care With Timeliness of Intravenous Diuresis for Acute Heart Failure","year":2016,"lang":"en","type":"article","venue":"Circulation","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Mount Sinai Hospital","funders":"","keywords":"Medicine; Furosemide; Heart failure; Hypokalemia; Diuretic; Emergency medicine; Loop diuretic; Intensive care medicine; Internal medicine","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":[0.006942543,0.0002712149,0.0002535356,0.0005697892,0.0003075592,0.000665054,0.0004319829,0.0003362803,0.00342627],"category_scores_gemma":[0.01495258,0.00009654054,0.0006169275,0.0008466863,0.0002422444,0.0006390035,0.0007438237,0.0006785913,0.0003350756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001014372,"about_ca_system_score_gemma":0.00293619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003132174,"about_ca_topic_score_gemma":0.002912945,"domain_scores_codex":[0.9969298,0.001746233,0.0002743292,0.0001452271,0.0006730241,0.0002314725],"domain_scores_gemma":[0.9862866,0.006109391,0.004393615,0.0004783741,0.0017608,0.0009711792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008098972,0.003409292,0.9018818,0.0003460538,0.0003473532,0.00006869848,0.000381929,0.0006824543,0.0008682907,0.0001561025,0.001958545,0.08180055],"study_design_scores_gemma":[0.0001891033,0.00717182,0.989606,0.00004167101,0.0001306195,0.00003786974,0.0001348188,0.001535,0.0004909819,0.00006080758,0.0005929758,0.000008364723],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970079,0.0001134697,0.0006910854,0.0002174502,0.0000332454,0.0002098883,0.0007019587,0.00001683346,0.001008141],"genre_scores_gemma":[0.9966726,0.00006902945,0.001460066,0.00007460397,0.00003630589,0.0003465683,0.0009333621,0.000006072358,0.0004011918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006942543,"threshold_uncertainty_score":0.0367161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01107072668515461,"score_gpt":0.2654869955016698,"score_spread":0.2544162688165151,"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."}}