{"id":"W4387563884","doi":"10.1001/jama.2023.12914","title":"Red Blood Cell Transfusion","year":2023,"lang":"en","type":"article","venue":"JAMA","topic":"Blood transfusion and management","field":"Medicine","cited_by":365,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto; McMaster University","funders":"","keywords":"Medicine; Randomized controlled trial; Blood transfusion; Intensive care medicine; Red Blood Cell Transfusion; Quality of evidence; Grading (engineering); Pediatrics; Surgery","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001292186,0.00007195182,0.0001178922,0.0001094978,0.00004555657,0.00001146825,0.00004823515,0.00006121356,0.0006577316],"category_scores_gemma":[0.00001072586,0.00006031291,0.00007611875,0.0003328516,0.00001213514,0.00003126853,0.00001733326,0.0001115502,0.0005667245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005231995,"about_ca_system_score_gemma":0.00001410936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002885443,"about_ca_topic_score_gemma":0.00001040778,"domain_scores_codex":[0.9993445,0.00001354189,0.0001170145,0.0001658043,0.000194705,0.000164399],"domain_scores_gemma":[0.9996549,0.00001446209,0.00001164751,0.0002014561,0.00002557364,0.00009200016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005211527,0.001467317,0.005470551,0.0008583695,0.0002004824,0.001424329,0.001987413,0.00001452081,0.4315194,0.001606596,0.3561705,0.1987593],"study_design_scores_gemma":[0.01856258,0.0005950652,0.1173095,0.000140089,0.0005569003,0.00003448601,0.0005534103,0.0003929398,0.1283042,0.0002615704,0.73304,0.0002493236],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8110034,0.00006017261,0.0001355126,0.02540029,0.0002623187,0.0004576802,0.000003400378,0.0004728693,0.1622043],"genre_scores_gemma":[0.9648691,0.001058236,0.0004219325,0.002187939,0.0001745768,0.00002464799,0.00003496856,0.00002242377,0.03120614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3768695,"threshold_uncertainty_score":0.7284286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454290171862585,"score_gpt":0.243984486633162,"score_spread":0.2294415849145362,"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."}}