{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007066956,0.0008096706,0.001572473,0.001606039,0.0008965082,0.002886336,0.00204018,0.00523101,0.02375332],"category_scores_gemma":[0.04635031,0.0003968934,0.00209789,0.0009448224,0.001338519,0.00215019,0.001763639,0.005521163,0.009635563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001590417,"about_ca_system_score_gemma":0.00630556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00408397,"about_ca_topic_score_gemma":0.004322283,"domain_scores_codex":[0.9860011,0.005353368,0.002259,0.0007074808,0.005305656,0.0003732851],"domain_scores_gemma":[0.9798472,0.007757266,0.003866361,0.0007687634,0.007038809,0.0007217264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003709937,0.00009624739,0.001544442,0.03095504,0.0005753333,0.0001936763,0.0001241868,0.0001505741,0.0003929948,0.009097034,0.6260854,0.3304141],"study_design_scores_gemma":[0.000421762,0.0001822252,0.002240651,0.09294689,0.0007040711,0.0008829657,0.000126641,0.0001488623,0.000497973,0.006380368,0.8954234,0.00004428445],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.002184938,0.667247,0.005646494,0.1810514,0.03019489,0.001658098,0.003034205,0.0003574502,0.1086254],"genre_scores_gemma":[0.05465983,0.6941505,0.02630621,0.1619241,0.02469979,0.001908333,0.003875352,0.0001420914,0.03233378],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02375332,"threshold_uncertainty_score":0.07946277,"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."}}