{"id":"W2914261456","doi":"10.1016/j.bpg.2019.02.002","title":"The optimal use of blood components in the management of gastrointestinal bleeding","year":2019,"lang":"en","type":"review","venue":"Best Practice & Research Clinical Gastroenterology","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"National Institute for Health and Care Research","keywords":"Medicine; Gastrointestinal bleeding; Blood product; Platelet; Intensive care medicine; Blood management; Blood transfusion; Antifibrinolytic; Population; Fresh frozen plasma; Fibrinogen; Packed red blood cells; Transfusion therapy; Platelet transfusion; Surgery; Tranexamic acid; Internal medicine; Blood loss","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01823741,0.0004150943,0.002130561,0.0004596771,0.0001299853,0.00008413165,0.001266634,0.0002709969,0.00001694373],"category_scores_gemma":[0.009835172,0.0002517624,0.000685881,0.0007113087,0.001340167,0.0002669545,0.0008314726,0.004029415,0.00007623653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001124575,"about_ca_system_score_gemma":0.000366495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009710882,"about_ca_topic_score_gemma":0.00003553818,"domain_scores_codex":[0.9848707,0.008038209,0.003167774,0.0008457187,0.001911697,0.001165945],"domain_scores_gemma":[0.9726008,0.02290535,0.001769087,0.001529325,0.0009890568,0.0002063471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01588819,0.01723454,0.03605255,0.03625285,0.004187657,0.002785482,0.0002236499,0.00002215939,0.0000176995,0.0009233931,0.001401198,0.8850106],"study_design_scores_gemma":[0.007854374,0.03111139,0.01836987,0.05018144,0.01034436,0.005135524,0.00288442,0.0001489391,0.000001022132,0.00002061681,0.8736632,0.0002848051],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.07435402,0.904083,0.0003076954,0.006290326,0.0009781123,0.01240194,0.0001373826,0.00004268901,0.001404911],"genre_scores_gemma":[0.003919617,0.9844998,0.01076992,0.0001231419,0.0001885782,0.000211181,0.00008410365,0.00006728188,0.0001363914],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8847258,"threshold_uncertainty_score":0.9999934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4834089563026405,"score_gpt":0.5361959168671314,"score_spread":0.05278696056449095,"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."}}