{"id":"W2895947357","doi":"10.1111/trf.14952","title":"Systematic reviews of guidelines and studies for single versus multiple unit transfusion strategies","year":2018,"lang":"en","type":"review","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Queen's University; McMaster University; McMaster University Medical Centre; University of British Columbia; Vancouver Coastal Health","funders":"","keywords":"Medicine; Guideline; CINAHL; MEDLINE; Transfusion medicine; Cohort study; Blood transfusion; Meta-analysis; Unit (ring theory); Intensive care medicine; Red Blood Cell Transfusion; Systematic review; Emergency medicine; Retrospective cohort study; Surgery; Psychological intervention; Internal medicine; Pathology","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":[0.06312628,0.003254313,0.0130892,0.02803891,0.001370445,0.005807439,0.004341384,0.003957476,0.006119042],"category_scores_gemma":[0.2868132,0.002524795,0.01636924,0.02281697,0.002102173,0.006099891,0.003222725,0.003231352,0.0007481185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01238352,"about_ca_system_score_gemma":0.03055193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01422229,"about_ca_topic_score_gemma":0.04128853,"domain_scores_codex":[0.8994015,0.03872773,0.04248368,0.004627519,0.01345262,0.001307013],"domain_scores_gemma":[0.7303655,0.1866446,0.05324094,0.0044714,0.0239343,0.001343383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001791492,0.00001410979,0.0009940473,0.9583097,0.01138233,0.00005551583,0.0002568047,0.0001046381,0.00007960971,0.0004115771,0.002528145,0.02568448],"study_design_scores_gemma":[0.0003140078,0.00007644215,0.002073651,0.9337769,0.05050296,0.0001116332,0.0002620506,0.00006683477,0.0001455914,0.0005191818,0.01211896,0.00003187081],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001048597,0.9928393,0.0006465387,0.001399311,0.000524955,0.001715631,0.001078145,0.00003145038,0.0007158852],"genre_scores_gemma":[0.02646335,0.9577775,0.005887022,0.003013544,0.0002937027,0.005353166,0.0009512618,0.00003655246,0.0002239123],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06312628,"threshold_uncertainty_score":0.3338477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4094725018187605,"score_gpt":0.4504650726741574,"score_spread":0.04099257085539681,"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."}}