{"id":"W2789449823","doi":"10.1111/vox.12647","title":"Transfusion‐associated circulatory overload prevention: a retrospective observational study of diuretic use","year":2018,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood transfusion and management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Health Sciences Centre; Quest University Canada; University of Toronto; Sunnybrook Health Science Centre","funders":"Canadian Blood Services; Grifols; CSL Behring","keywords":"Furosemide; Medicine; Diuretic; Retrospective cohort study; Blood transfusion; Heart failure; Anesthesia; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000226285,0.0001508092,0.0003383371,0.0001342113,0.0001101675,0.00001384439,0.00008539459,0.00008912506,0.001248813],"category_scores_gemma":[0.0001508214,0.0001386104,0.0001450035,0.0004835048,0.0001007675,0.00009657336,0.00002860893,0.0001380062,0.00002640243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006471034,"about_ca_system_score_gemma":0.00008276408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002732291,"about_ca_topic_score_gemma":0.0006072799,"domain_scores_codex":[0.9984258,0.00008428652,0.0003874546,0.0003304651,0.0005880225,0.0001839666],"domain_scores_gemma":[0.9990082,0.00003973142,0.0001104722,0.0003683594,0.0003781853,0.00009502091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004253838,0.007742323,0.9640874,0.00008047813,0.001017357,0.00004264451,0.008722925,0.000001585192,0.008612121,0.001862335,0.005704896,0.001700612],"study_design_scores_gemma":[0.004933002,0.002404229,0.9881141,0.0001151254,0.0004432698,0.000004248027,0.0009832195,0.00004677472,0.0006299953,0.0001823623,0.00201607,0.0001276283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942718,0.00005112891,0.0001332053,0.0003277278,0.0002962216,0.001240315,0.00001759023,0.00009421413,0.003567793],"genre_scores_gemma":[0.996912,0.00002625407,0.0001729171,0.0004196489,0.0001319821,0.00003654621,0.00002425681,0.00002288003,0.002253533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02402673,"threshold_uncertainty_score":0.9996642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09683141082909573,"score_gpt":0.3296712269594851,"score_spread":0.2328398161303894,"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."}}