{"id":"W2489410256","doi":"10.1136/bmjopen-2016-011752","title":"Study protocol: first nationwide comparative audit of acute lower gastrointestinal bleeding in the UK","year":2016,"lang":"en","type":"article","venue":"BMJ Open","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; 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; Audit; Interventional radiology; Lower gastrointestinal bleeding; Gastrointestinal bleeding; Endoscopy; Protocol (science); Clinical audit; Emergency medicine; Radiology; Surgery; Colonoscopy; Internal medicine","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":[0.03508918,0.001796242,0.003401686,0.00470825,0.002018829,0.004100926,0.003225345,0.0029083,0.04264709],"category_scores_gemma":[0.07240681,0.002925142,0.002107413,0.008761023,0.001847726,0.003553357,0.004194365,0.001591984,0.009074852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01247691,"about_ca_system_score_gemma":0.02797382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02596161,"about_ca_topic_score_gemma":0.03116674,"domain_scores_codex":[0.9517549,0.02162197,0.01523518,0.003962597,0.005063029,0.002362333],"domain_scores_gemma":[0.9240346,0.01016296,0.02402873,0.01021308,0.02680552,0.004755066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.09415071,0.007838234,0.3520558,0.08120274,0.001784598,0.003224041,0.01128333,0.003567204,0.001998323,0.007764502,0.2471794,0.1879511],"study_design_scores_gemma":[0.04560189,0.02286236,0.6714501,0.0251047,0.001219405,0.001713452,0.005811221,0.002355052,0.00104273,0.001625547,0.2207423,0.0004711225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.05295413,0.001576822,0.002970563,0.0007120824,0.0004751652,0.8686237,0.06402786,0.0001763593,0.008483312],"genre_scores_gemma":[0.06238939,0.001093199,0.008999871,0.001337714,0.0001890004,0.9051182,0.01875704,0.00004558351,0.002070082],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04264709,"threshold_uncertainty_score":0.1855716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.13576678459501,"score_gpt":0.4427034713209047,"score_spread":0.3069366867258947,"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."}}