{"id":"W4392380532","doi":"10.1016/j.chest.2024.02.049","title":"Use of Intravenous Albumin","year":2024,"lang":"fi","type":"article","venue":"CHEST Journal","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of British Columbia; Bruyère; Ottawa Hospital; University Health Network; Carleton University; Trillium Health Centre; Kingston Health Sciences Centre; University of Ottawa; Mount Sinai Hospital; Canadian Blood Services; Hamilton Health Sciences; McMaster University; Queen's University","funders":"Grifols; Ontario Regional Blood Coordinating Network; Bayer HealthCare; Canadian Blood Services; NHS Blood and Transplant; Ipsen; University of Cincinnati; Gilead Sciences; Cerus Corporation; Loma Linda University; World Bank Group","keywords":"Medicine; Albumin; Cirrhosis; Intensive care medicine; Renal replacement therapy; Serum albumin; Intravenous fluid; Surgery; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008201002,0.0003014227,0.0005230209,0.0004541543,0.0001256238,0.0003150479,0.0001927928,0.0002552271,0.0005967485],"category_scores_gemma":[0.0007806356,0.0002683874,0.0002936594,0.0005630224,0.0002260091,0.0004653048,0.00004974905,0.001305427,0.0004038412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000392648,"about_ca_system_score_gemma":0.0009288992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003502673,"about_ca_topic_score_gemma":0.00001737043,"domain_scores_codex":[0.9973518,0.0001484821,0.0009491587,0.0003221594,0.0007000965,0.0005282781],"domain_scores_gemma":[0.9981642,0.000446955,0.0002709712,0.0003383291,0.0003405362,0.000439013],"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":[0.0004294025,0.0006170378,0.0039344,0.003902041,0.0007911389,0.004314146,0.01594377,0.00007143288,0.05196856,0.001093501,0.01216208,0.9047725],"study_design_scores_gemma":[0.003799879,0.003264706,0.2686897,0.0160207,0.002930669,0.01208401,0.005753198,0.005160569,0.07709255,0.001794475,0.6022782,0.00113132],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9509855,0.03037122,0.003727742,0.005475713,0.006808425,0.0004131567,0.00008575381,0.00009036263,0.002042145],"genre_scores_gemma":[0.9877566,0.00357826,0.003004186,0.0001757831,0.002422013,0.000003323031,0.00001994743,0.00008759712,0.002952257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9036412,"threshold_uncertainty_score":0.9999768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07081677290444485,"score_gpt":0.3082169249290329,"score_spread":0.2374001520245881,"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."}}