{"id":"W1965280715","doi":"10.1016/j.gie.2006.02.018","title":"Quality indicators for esophagogastroduodenoscopy","year":2006,"lang":"en","type":"review","venue":"Gastrointestinal Endoscopy","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kensington Health","funders":"","keywords":"Medicine; Esophagogastroduodenoscopy; Randomized controlled trial; Observational study; CLARITY; Grading (engineering); Evidence-based medicine; MEDLINE; Alternative medicine; Surgery; Internal medicine; Endoscopy; Pathology","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":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0007865204,0.001432644,0.00444419,0.0008769188,0.0002269235,0.0001124374,0.0004340012,0.000233016,0.0001313166],"category_scores_gemma":[0.001485942,0.001161136,0.002257766,0.000720265,0.0002783238,0.00009047116,0.0001455799,0.0008491344,0.0002442661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007389398,"about_ca_system_score_gemma":0.0009741481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009251694,"about_ca_topic_score_gemma":0.000006324926,"domain_scores_codex":[0.9942591,0.0002156336,0.001941535,0.001508592,0.0007027019,0.00137246],"domain_scores_gemma":[0.9948658,0.001897494,0.001309758,0.0009994484,0.0002666915,0.0006607538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001187553,0.004141878,0.01868315,0.08249898,0.001083579,0.001091329,0.00002143356,0.000005888182,0.00007837427,0.002026598,0.04534802,0.8438332],"study_design_scores_gemma":[0.003329421,0.00488566,0.00091906,0.05212913,0.004976103,0.01870418,0.00001616202,0.000005190197,0.00001549543,0.00009725799,0.9140939,0.0008284583],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003981887,0.9861239,0.006573963,0.0001497432,0.0003135535,0.004088738,0.0006976159,0.0004389387,0.001573738],"genre_scores_gemma":[0.00002906175,0.630331,0.3630777,0.00007671887,0.0012691,0.001719295,0.002106903,0.0003259305,0.00106421],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8687459,"threshold_uncertainty_score":0.9998423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07277850386520554,"score_gpt":0.3989575236124463,"score_spread":0.3261790197472407,"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."}}