{"id":"W4395466218","doi":"10.52547/ijkd.8171","title":"Conceptual Approach to Body Fluids and Edema, Education Determines Clinical Outcomes in Heart Failure.","year":2024,"lang":"en","type":"article","venue":"PubMed","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Heart failure; Edema; Medicine; Intensive care medicine; Cardiology; 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":[0.006753847,0.0006536887,0.0003651872,0.002374441,0.001852926,0.004669695,0.00123766,0.001689752,0.003221812],"category_scores_gemma":[0.01705791,0.00023618,0.000600804,0.0009689184,0.01885593,0.004824907,0.003506633,0.004720663,0.0003885259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004254561,"about_ca_system_score_gemma":0.006458231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004215808,"about_ca_topic_score_gemma":0.00550888,"domain_scores_codex":[0.9951912,0.003357399,0.0002520648,0.0003145865,0.0006889257,0.0001957441],"domain_scores_gemma":[0.9906697,0.005822016,0.001026206,0.000274145,0.001528549,0.0006793215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001284486,0.0003134584,0.0235114,0.002000201,0.0000786993,0.001473402,0.1093645,0.0008844491,0.002492023,0.661001,0.02879967,0.1699527],"study_design_scores_gemma":[0.00005984791,0.0004816832,0.02497819,0.002994644,0.0001437883,0.006033407,0.08102705,0.002603181,0.001682276,0.6771324,0.2026628,0.0002008754],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08992465,0.07410614,0.2472525,0.4566378,0.009318563,0.0007497768,0.0003579232,0.0002869,0.1213658],"genre_scores_gemma":[0.8325881,0.0286313,0.09869897,0.02893118,0.002157441,0.0006761617,0.0001731799,0.00008869135,0.008054945],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006753847,"threshold_uncertainty_score":0.0357182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05542698962660706,"score_gpt":0.3551481019307929,"score_spread":0.2997211123041858,"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."}}