{"id":"W2738485185","doi":"10.1111/tme.12446","title":"Advances in transfusion medicine: gastrointestinal bleeding","year":2017,"lang":"en","type":"review","venue":"Transfusion Medicine","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital; Western University","funders":"","keywords":"Medicine; Gastrointestinal bleeding; Fresh frozen plasma; Upper gastrointestinal bleeding; Transfusion medicine; Blood transfusion; Intensive care medicine; Platelet transfusion; Blood management; Gastrointestinal disease; Platelet; Surgery; Disease; Internal medicine; Endoscopy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001496228,0.001434839,0.006201574,0.001383065,0.000349178,0.00002615412,0.0005923225,0.0003559063,0.001569318],"category_scores_gemma":[0.001106525,0.0009012153,0.0007383027,0.0007169904,0.0008542874,0.0003335221,0.00005821852,0.00175633,0.00009636456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004664231,"about_ca_system_score_gemma":0.0003845227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001017563,"about_ca_topic_score_gemma":0.0004247618,"domain_scores_codex":[0.9934738,0.0002029446,0.002416096,0.00147761,0.001380305,0.001049204],"domain_scores_gemma":[0.996145,0.0009619691,0.0008063212,0.001094843,0.0002386839,0.0007531973],"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":[0.000201128,0.0004362159,0.002847723,0.02274566,0.00006724274,0.00204648,0.0002323091,9.123361e-7,0.00004251184,0.0001586414,0.001010672,0.9702105],"study_design_scores_gemma":[0.005121906,0.004212891,0.0005962293,0.3826018,0.0033096,0.006300936,0.0001605522,0.00001353005,0.000001920618,0.00007585099,0.5971364,0.0004684432],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009119143,0.9762563,0.0004167527,0.003298331,0.0007728307,0.002742567,0.00001830296,0.0001946584,0.01620903],"genre_scores_gemma":[0.0001239851,0.9955422,0.001039625,0.0001526148,0.001757309,0.0003155918,0.0003057146,0.000179912,0.0005830787],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9697421,"threshold_uncertainty_score":0.9998401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.113394685631788,"score_gpt":0.4107266386743956,"score_spread":0.2973319530426077,"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."}}