{"id":"W2067016565","doi":"10.1016/j.tmrv.2014.05.004","title":"The Impact of Perioperative Iron on the Use of Red Blood Cell Transfusions in Gastrointestinal Surgery: A Systematic Review and Meta-Analysis","year":2014,"lang":"en","type":"review","venue":"Transfusion Medicine Reviews","topic":"Blood transfusion and management","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Health Sciences Centre; Mount Sinai Hospital; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Perioperative; Randomized controlled trial; Meta-analysis; Anemia; Cochrane Library; MEDLINE; Internal medicine; 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":[0.0056047,0.0018099,0.0114428,0.003379493,0.0004938422,0.002161963,0.00152423,0.002014583,0.002249051],"category_scores_gemma":[0.01852595,0.001208349,0.02203821,0.004252646,0.0006163233,0.001248813,0.001244307,0.001881331,0.0001910959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001383152,"about_ca_system_score_gemma":0.002558274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006202947,"about_ca_topic_score_gemma":0.01716652,"domain_scores_codex":[0.9957091,0.001409354,0.001586878,0.0005446342,0.0005752176,0.0001748991],"domain_scores_gemma":[0.9889065,0.008067798,0.001977901,0.0002728022,0.000641308,0.0001336863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.003202738,0.00007399305,0.009821516,0.4231142,0.535334,0.0002089722,0.0001315437,0.0003755606,0.0004517248,0.0001059818,0.000817147,0.02636259],"study_design_scores_gemma":[0.0005098579,0.0002403258,0.007387875,0.01922363,0.9704847,0.0001528374,0.00006566026,0.0001212998,0.000135812,0.0001182774,0.001530192,0.00002954109],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004882016,0.9944669,0.0001657671,0.00008630474,0.0000877572,0.00005583706,0.0001473625,0.000006639544,0.0001013313],"genre_scores_gemma":[0.1138409,0.8834189,0.001094844,0.0007441895,0.0002170738,0.0001715573,0.0002895544,0.00001295372,0.0002100002],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0114428,"threshold_uncertainty_score":0.02964085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1958757091349077,"score_gpt":0.3761609634572383,"score_spread":0.1802852543223305,"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."}}