{"id":"W4226208541","doi":"10.1016/j.cardfail.2022.03.347","title":"Fluid Restriction: Time to Let it Flow?","year":2022,"lang":"en","type":"article","venue":"Journal of Cardiac Failure","topic":"Electrolyte and hormonal disorders","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian VIGOUR Centre","funders":"","keywords":"Medicine; Flow (mathematics); Mechanics","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":[0.003490445,0.0007670932,0.001842912,0.0004804398,0.001717268,0.00589118,0.001699143,0.007901267,0.0156659],"category_scores_gemma":[0.01818102,0.0002801706,0.0009756939,0.0004044563,0.003148973,0.01028508,0.002079694,0.01575015,0.005096031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001475485,"about_ca_system_score_gemma":0.007580423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004068605,"about_ca_topic_score_gemma":0.007270342,"domain_scores_codex":[0.9980612,0.0007131294,0.0002626623,0.0002614432,0.0003324615,0.000369059],"domain_scores_gemma":[0.9927379,0.002669769,0.0008813502,0.0003343058,0.001418255,0.001958435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002054528,0.0009608795,0.01037034,0.001807907,0.0004315286,0.003343398,0.001483239,0.0007240662,0.002272569,0.04013695,0.4119924,0.5244222],"study_design_scores_gemma":[0.0013048,0.001242328,0.01286052,0.01552649,0.0004997324,0.005768937,0.01303029,0.00150142,0.00199016,0.135289,0.810484,0.0005023464],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.007202105,0.09493596,0.006088523,0.8450403,0.02599514,0.00007674149,0.0003384762,0.0005556888,0.01976719],"genre_scores_gemma":[0.2884271,0.1769336,0.02598924,0.3916761,0.09185407,0.0004568988,0.001003844,0.0008476677,0.02281147],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.0156659,"threshold_uncertainty_score":0.05240762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006392397277474666,"score_gpt":0.2344453810553058,"score_spread":0.2280529837778311,"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."}}