{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001543949,0.0002683127,0.0005975779,0.0008179664,0.0005123077,0.0008815032,0.0005224215,0.0005709654,0.00141866],"category_scores_gemma":[0.003611764,0.0006458493,0.0005972169,0.001951871,0.0003988825,0.0008517352,0.0006772346,0.000727498,0.0002753416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003914469,"about_ca_system_score_gemma":0.0005922797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00393894,"about_ca_topic_score_gemma":0.003830642,"domain_scores_codex":[0.9981876,0.0005655413,0.0003528255,0.0004224254,0.0002748385,0.000196697],"domain_scores_gemma":[0.9950809,0.0009069809,0.002840498,0.0003753469,0.0003390788,0.0004571549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008088935,0.00002952641,0.9993563,0.00001586835,0.00004915812,0.00003663224,0.00006012981,0.000009466004,0.00005155457,0.000008564988,0.0000386689,0.0002631675],"study_design_scores_gemma":[0.00002007672,0.0002694756,0.9982627,0.00002271842,0.00007568402,0.000503375,0.0004219618,0.0001569201,0.00003776247,0.00001842691,0.000204265,0.000006674701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989235,0.0004473238,0.0001014605,0.00002372529,0.000005351195,0.00001484058,0.0003003853,0.000002085553,0.0001812474],"genre_scores_gemma":[0.9993426,0.0001924037,0.00008769648,0.0000407526,0.00001022284,0.00001419891,0.0002738388,0.000001681456,0.00003653419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00393894,"threshold_uncertainty_score":0.0081653,"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."}}