{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001514309,0.00007824769,0.0001200052,0.0001321557,0.00004426762,0.00001316909,0.00009256209,0.0000599868,0.000123829],"category_scores_gemma":[0.00003638663,0.00005122573,0.00006112615,0.0005213993,0.00001887841,0.00002512462,0.00001957324,0.0002105987,0.0001176731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006985997,"about_ca_system_score_gemma":0.00001847178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001428527,"about_ca_topic_score_gemma":0.0002081997,"domain_scores_codex":[0.9993167,0.00004604504,0.0001250735,0.0001517286,0.0002028557,0.0001575999],"domain_scores_gemma":[0.999541,0.00003884704,0.00001281715,0.0002360524,0.0001319818,0.0000393067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001893067,0.001590614,0.06952556,0.00292899,0.0003314214,0.008913258,0.3078312,0.00009119597,0.101928,0.003388194,0.2261974,0.2753812],"study_design_scores_gemma":[0.02292612,0.0008422642,0.4067079,0.0003805427,0.0005671686,0.00005289972,0.2362391,0.0001757143,0.02111479,0.0001823797,0.3105301,0.0002810199],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9262571,0.0001311768,0.0000125986,0.03139642,0.0001321729,0.0006214079,0.000003935854,0.0000945213,0.04135066],"genre_scores_gemma":[0.9902338,0.0006105093,0.00003608576,0.007061978,0.00007025022,0.00003357236,0.00004608414,0.00001246402,0.001895245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3371823,"threshold_uncertainty_score":0.2088925,"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."}}