{"id":"W2982862200","doi":"10.1016/s2468-1253(19)30194-3","title":"Improving the quality of surveillance colonoscopy in inflammatory bowel disease","year":2019,"lang":"en","type":"review","venue":"˜The œLancet. Gastroenterology & hepatology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"University of Birmingham; University Hospitals Birmingham NHS Foundation Trust","keywords":"Medicine; Colonoscopy; Inflammatory bowel disease; Quality (philosophy); Clinical Practice; Quality management; Intensive care medicine; Inflammatory Bowel Diseases; Sedation; Disease; Surgery; Physical therapy; Internal medicine; Operations management; Colorectal cancer; Management system","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":[0.001914598,0.0008644842,0.002693658,0.001920778,0.0001717742,0.001085368,0.001285719,0.001554141,0.004143768],"category_scores_gemma":[0.004469296,0.0003145735,0.001347867,0.002037769,0.0004257391,0.0009933562,0.0008413526,0.001951869,0.0009147649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001278909,"about_ca_system_score_gemma":0.001781963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004604587,"about_ca_topic_score_gemma":0.008196739,"domain_scores_codex":[0.9991056,0.0002562199,0.0001454913,0.0000974817,0.0003204534,0.00007459484],"domain_scores_gemma":[0.9972546,0.001672772,0.0005275979,0.00003085866,0.0004170034,0.00009718387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001792571,0.00003446992,0.0001816873,0.07419602,0.0005487847,0.00003924545,0.00002538724,0.000189581,0.0002259887,0.001075267,0.02552016,0.8977842],"study_design_scores_gemma":[0.0006146666,0.0007958215,0.01279511,0.2140169,0.006334494,0.001373562,0.0002367995,0.000514045,0.0004703212,0.004296086,0.7584544,0.00009774447],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002862444,0.9995622,0.00001072774,0.0002028118,0.00009507618,0.000001371665,0.000007509051,0.000001404435,0.00009015214],"genre_scores_gemma":[0.0006139206,0.9988985,0.0000414331,0.0002298429,0.0001449109,0.000002706546,0.0000129576,5.611675e-7,0.0000550355],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004604587,"threshold_uncertainty_score":0.01386231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05138981298090751,"score_gpt":0.3433642329611087,"score_spread":0.2919744199802012,"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."}}