{"id":"W2996921150","doi":"10.1007/s00134-019-05884-8","title":"Transfusion strategies in non-bleeding critically ill adults: a clinical practice guideline from the European Society of Intensive Care Medicine","year":2020,"lang":"en","type":"article","venue":"Intensive Care Medicine","topic":"Blood transfusion and management","field":"Medicine","cited_by":280,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Impact","funders":"European Society of Intensive Care Medicine; British Heart Foundation; National Institute for Health and Care Research","keywords":"Medicine; Anesthesiology; Pain medicine; Critically ill; Guideline; Intensive care medicine; Intensive care; Clinical Practice; MEDLINE; Transfusion medicine; Blood transfusion; Family medicine; Surgery; Anesthesia","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001057424,0.0004870298,0.001445317,0.00010387,0.0001018774,0.00001387888,0.0004134831,0.000199858,0.0003048619],"category_scores_gemma":[0.03086104,0.0002965526,0.0003623863,0.0006389108,0.00118296,0.0001665895,0.000184929,0.001337931,0.00001931058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009143251,"about_ca_system_score_gemma":0.0001876905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003557166,"about_ca_topic_score_gemma":0.0003433377,"domain_scores_codex":[0.9951863,0.0004265677,0.002130221,0.0008816314,0.0009290006,0.0004462631],"domain_scores_gemma":[0.951825,0.00136596,0.000310961,0.0005807965,0.04549005,0.0004272768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.003826758,0.0001226769,0.002475879,0.001201626,0.0007736787,0.001307875,0.3749429,0.00001551569,0.01135907,0.0002141421,0.5182405,0.08551936],"study_design_scores_gemma":[0.01230268,0.003402638,0.006028045,0.005610879,0.00135393,0.00004248263,0.8766924,0.0004365204,0.0002060704,0.00002772693,0.09365682,0.0002398527],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04239987,0.01081455,0.01366251,0.9088293,0.001541051,0.002331558,0.0000861157,0.00015715,0.02017784],"genre_scores_gemma":[0.5452926,0.005133492,0.001967554,0.4452304,0.001979911,0.00001392378,0.0003073546,0.0000612693,0.00001350201],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5028927,"threshold_uncertainty_score":0.9999487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04058617608214918,"score_gpt":0.3585250825070611,"score_spread":0.317938906424912,"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."}}