{"id":"W2162834356","doi":"10.1001/jama.288.12.1525","title":"Red Blood Cell Transfusions in Critically Ill Patients","year":2002,"lang":"en","type":"letter","venue":"JAMA","topic":"Blood transfusion and management","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Critically ill; Intensive care medicine; Critical illness; Red Blood Cell Transfusion; Blood transfusion; Red blood cell; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008949613,0.0003233204,0.0005338992,0.0003511804,0.00004700931,0.00003065064,0.0001807258,0.0008426712,0.002983885],"category_scores_gemma":[0.0001448121,0.0002929806,0.000235282,0.0002445296,0.00005054547,0.00005012855,0.00003648905,0.00198234,0.0002266805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000415528,"about_ca_system_score_gemma":0.00003176454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007682882,"about_ca_topic_score_gemma":0.00002814007,"domain_scores_codex":[0.9978159,0.00007694806,0.0004829752,0.0005292271,0.0005996923,0.0004952283],"domain_scores_gemma":[0.9987907,0.00006670318,0.00004278064,0.0005244362,0.0004411024,0.0001342936],"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":[0.00003808823,0.001295929,0.0009920797,0.000650207,0.00006166478,0.001984994,0.0001764936,1.594582e-7,0.00007521039,0.00001090481,0.9883637,0.006350551],"study_design_scores_gemma":[0.01018107,0.0003657946,0.01116239,0.0003991615,0.0006186981,0.00001114939,0.00002479826,0.00001243969,0.0001197214,0.00003051006,0.97677,0.0003042539],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007432759,0.0001100881,0.00003520315,0.8647518,0.0004461413,0.00116743,0.00005609229,0.00009911203,0.1259014],"genre_scores_gemma":[0.006546916,0.0006613561,0.0008115119,0.9688022,0.00100568,0.00008764287,0.0003203604,0.00008514434,0.02167916],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1042223,"threshold_uncertainty_score":0.9999523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01209070064000305,"score_gpt":0.2230257783533345,"score_spread":0.2109350777133314,"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."}}