{"id":"W2912157468","doi":"10.1136/gutjnl-2018-317807","title":"Diagnosis and management of acute lower gastrointestinal bleeding: guidelines from the British Society of Gastroenterology","year":2019,"lang":"en","type":"article","venue":"Gut","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":318,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Western University","funders":"Royal College of Surgeons of England; National Institute for Health and Care Research; Bowel Disease Research Foundation; NHS Blood and Transplant","keywords":"Medicine; Grading (engineering); Guideline; Colonoscopy; Lower gastrointestinal bleeding; General surgery; Gastrointestinal bleeding; Radiology; Surgery; Internal medicine; Pathology; Colorectal cancer","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":[],"consensus_categories":[],"category_scores_codex":[0.0001466529,0.0001426744,0.000367971,0.0000127635,0.00004707769,0.00002367575,0.0001072448,0.00002513524,0.0001366974],"category_scores_gemma":[0.00001960798,0.0001089146,0.0001821238,0.00006877306,0.0001317283,0.00003590647,0.0001426126,0.0000946709,0.00001057806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002262606,"about_ca_system_score_gemma":0.00001285773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004601125,"about_ca_topic_score_gemma":0.00002071555,"domain_scores_codex":[0.9988899,0.00001467619,0.0003806647,0.0002664679,0.0002189276,0.0002294138],"domain_scores_gemma":[0.9992114,0.0001205062,0.0001711944,0.0002364448,0.0001882826,0.00007222391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001756552,0.0002792029,0.977528,0.0001190634,0.0005390574,0.00005299457,0.0000276874,0.000004609198,0.001155794,0.00004062695,0.01875089,0.001326402],"study_design_scores_gemma":[0.002368528,0.002260796,0.9895877,0.002971346,0.0008671874,0.0005101221,0.0002493354,0.0001673565,0.0003736141,0.00008274174,0.0004968707,0.00006446394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949658,0.0003796135,0.00009900438,0.00371784,0.00009095031,0.0003931513,0.00006754447,0.00001818286,0.0002679179],"genre_scores_gemma":[0.953511,0.002052566,0.04339097,0.0005684671,0.00008025787,0.00004499997,0.00002901713,0.00001838085,0.0003043096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04329197,"threshold_uncertainty_score":0.4441408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02848418143814865,"score_gpt":0.2816034714272378,"score_spread":0.2531192899890892,"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."}}