{"id":"W4387562840","doi":"10.1001/jama.2023.20737","title":"Red Blood Cell Transfusion in the Intensive Care Unit","year":2023,"lang":"en","type":"article","venue":"JAMA","topic":"Blood transfusion and management","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Academy of Military Medical Sciences; Humanitas Research Hospital; Univerza v Ljubljani; Homi Bhabha National Institute; Université de Bretagne Occidentale; National and Kapodistrian University of Athens; Karolinska Institutet; Gentofte Hospital; Uniwersytet Opolski; Monash University; Universiteit van Amsterdam; York University; Universitair Medisch Centrum Groningen; University of Oxford; Rigshospitalet; Sanjay Gandhi Postgraduate Institute of Medical Sciences; Univerzita Karlova v Praze; Inselspital, Universitätsspital Bern; Pontificia Universidad Católica de Chile; University of Bern","keywords":"Medicine; Red Blood Cell Transfusion; Intensive care unit; Blood transfusion; Intensive care medicine; Red blood cell; Emergency medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001009429,0.0002474954,0.0003286823,0.0003838309,0.0005342168,0.0009391338,0.0004825592,0.0004642139,0.002770651],"category_scores_gemma":[0.005271338,0.0001174575,0.0002344732,0.001198421,0.0003415439,0.0005317346,0.0005043482,0.0006810069,0.0004646217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005007667,"about_ca_system_score_gemma":0.0009606099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002050654,"about_ca_topic_score_gemma":0.002281113,"domain_scores_codex":[0.9981015,0.000711584,0.0003572859,0.0002279375,0.0004641932,0.0001374991],"domain_scores_gemma":[0.9961068,0.0006238439,0.002311593,0.0001312955,0.0002912662,0.0005351024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001780694,0.00007824546,0.9673976,0.0002745413,0.0001044581,0.0005010956,0.0001916479,0.0001773715,0.0004107663,0.0001921961,0.003272851,0.02722119],"study_design_scores_gemma":[0.00003177419,0.0003512013,0.9884422,0.000687252,0.00008270581,0.003182766,0.0007128632,0.0004487206,0.0003273294,0.0004574181,0.005258588,0.00001701504],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9672866,0.01974805,0.001076588,0.003466734,0.0005638667,0.00009579885,0.001398397,0.00004650035,0.006317496],"genre_scores_gemma":[0.993804,0.003712989,0.0005969395,0.0007197134,0.0003995404,0.0000340893,0.0004598239,0.000004390177,0.000268604],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002770651,"threshold_uncertainty_score":0.009268761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02397013144456888,"score_gpt":0.2667556507766938,"score_spread":0.2427855193321249,"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."}}