{"id":"W2889406265","doi":"10.1097/pcc.0000000000001600","title":"Recommendations on the Indications for RBC Transfusion for the Critically Ill Child Receiving Support From Extracorporeal Membrane Oxygenation, Ventricular Assist, and Renal Replacement Therapy Devices From the Pediatric Critical Care Transfusion and Anemia Expertise Initiative","year":2018,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Neurological Disorders and Stroke; National Institute of General Medical Sciences; CHU Sainte-Justine Foundation; Intensive Care Society; Children's Discovery Institute","keywords":"Extracorporeal membrane oxygenation; Medicine; Renal replacement therapy; Intensive care medicine; Critically ill; Extracorporeal; Surgery","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007935,0.0004118682,0.0004220919,0.0001350293,0.001392902,0.0001137686,0.0003834912,0.0002413798,0.0006125485],"category_scores_gemma":[0.003787654,0.0002384399,0.0001381704,0.0004199182,0.0004250633,0.0001942117,0.00004257933,0.0005095021,0.00000361092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001095055,"about_ca_system_score_gemma":0.00008552412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001342513,"about_ca_topic_score_gemma":0.0002931946,"domain_scores_codex":[0.9970885,0.0002527665,0.0008353882,0.000714316,0.0006029949,0.0005060175],"domain_scores_gemma":[0.9855165,0.01255238,0.00007702949,0.0005178534,0.001030202,0.0003060691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.005023518,0.002141557,0.2648051,0.007669034,0.001567229,0.0001959333,0.295188,0.0001206173,0.005232004,0.09399515,0.06535156,0.2587104],"study_design_scores_gemma":[0.02954471,0.01404476,0.5811322,0.001619984,0.01992558,0.0002440527,0.2021764,0.03024038,0.01037975,0.02500933,0.07951811,0.00616476],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6120368,0.04477733,0.19093,0.138478,0.002652316,0.006410698,0.00358071,0.0004506033,0.0006835512],"genre_scores_gemma":[0.9880471,0.002027839,0.0009439108,0.003781916,0.003686908,0.000841337,0.0006005524,0.00006842896,0.000001993561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3760103,"threshold_uncertainty_score":0.9999071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03156092580585107,"score_gpt":0.2961456006055042,"score_spread":0.2645846747996531,"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."}}