{"id":"W4404349313","doi":"10.14309/ctg.0000000000000786","title":"International Validation of a Novel PEACE Scale to Improve the Quality of Upper Gastrointestinal Mucosal Inspection During Endoscopy","year":2024,"lang":"en","type":"article","venue":"Clinical and Translational Gastroenterology","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto; University Health Network","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Esophagogastroduodenoscopy; Medicine; Intraclass correlation; Duodenum; Endoscopy; Esophagus; Cohen's kappa; Internal medicine; Kappa; Stomach; Prospective cohort study; Gastroenterology; Psychometrics","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":[0.0005592964,0.00009802359,0.0002136732,0.00009678384,0.00005756536,0.000009825857,0.00009451651,0.00008307042,0.0002486085],"category_scores_gemma":[0.0001832985,0.00007260527,0.0001243335,0.00008544164,0.0003977487,0.00007946407,0.00003728063,0.0002171862,0.00001329477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005625443,"about_ca_system_score_gemma":0.00002911681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002617203,"about_ca_topic_score_gemma":0.00002190813,"domain_scores_codex":[0.9985964,0.000197476,0.0007294046,0.0002647951,0.00007804244,0.0001338795],"domain_scores_gemma":[0.9993247,0.0003091494,0.0001181877,0.00009571631,0.0001165829,0.00003570428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002100655,0.0003704181,0.7280872,0.0001086487,0.0001318108,4.716474e-7,0.000238033,0.00006700498,0.264324,0.002627925,0.00009873822,0.001845091],"study_design_scores_gemma":[0.002351453,0.0005138492,0.9902792,0.00008716943,0.00004368198,0.00009966822,0.00007162387,0.0003842971,0.005263106,0.0001491077,0.0007023622,0.00005447919],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9467803,0.00007292067,0.04854279,0.002932875,0.001144664,0.0001685253,0.00009552454,0.00003655678,0.0002257985],"genre_scores_gemma":[0.9986894,0.00002569499,0.0008337023,0.0001468477,0.000104007,0.00001246349,0.00009862865,0.0000064747,0.00008278795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.262192,"threshold_uncertainty_score":0.2960757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03215506780710965,"score_gpt":0.3471474518113618,"score_spread":0.3149923840042522,"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."}}