{"id":"W2910353451","doi":"10.21037/tp.2019.01.02","title":"Quality improvement in healthcare for patients with inflammatory bowel disease","year":2019,"lang":"en","type":"review","venue":"Translational Pediatrics","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Winnipeg","funders":"","keywords":"Medicine; Inflammatory bowel disease; Quality management; Quality (philosophy); Health care; Disease; Intensive care medicine; Crohn's disease; Ulcerative colitis; Quality of life (healthcare); Family medicine; Internal medicine; Nursing; Operations management; Management system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002679999,0.0004063638,0.0004861528,0.0001470336,0.00005625046,0.00002046152,0.000235709,0.0003071007,0.000007093052],"category_scores_gemma":[0.00006124173,0.0003638626,0.0003694934,0.0001060273,0.00003488215,0.000009100836,0.00003235768,0.0001795518,0.00001469222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006855587,"about_ca_system_score_gemma":0.001689549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003196495,"about_ca_topic_score_gemma":0.00003784573,"domain_scores_codex":[0.997785,0.0001197254,0.0007434356,0.0006082811,0.0004009159,0.0003425938],"domain_scores_gemma":[0.9986929,0.00006918454,0.0003480026,0.0004449361,0.0002248667,0.0002201082],"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":[0.002588753,0.0008634147,0.4799969,0.1891125,0.0002517467,0.00002663742,0.00003893108,0.0003719634,8.139797e-7,0.001492602,0.0009443444,0.3243114],"study_design_scores_gemma":[0.00397412,0.0002820072,0.2698236,0.0007036578,0.0007278724,3.236022e-7,0.00000311487,0.00001457934,1.788049e-7,0.0002111232,0.7229099,0.001349513],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00937748,0.9813696,0.000268873,0.00004936362,0.0002619693,0.004483566,0.004143421,0.00001833364,0.00002740723],"genre_scores_gemma":[0.002872361,0.9795339,0.0003177503,0.0001399309,0.0006981771,0.0007709017,0.01540782,0.0001271404,0.0001320698],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7219655,"threshold_uncertainty_score":0.9998813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02220689659423941,"score_gpt":0.3108262992064546,"score_spread":0.2886194026122152,"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."}}