{"id":"W4212841762","doi":"10.1093/jcag/gwab049.130","title":"A131 ESOPHAGEAL MUCOSAL BIOPSIES FOR THE DIAGNOSIS OF NON-EROSIVE REFLUX DISEASE: A SYSTEMATIC REVIEW AND META-ANALYSIS","year":2022,"lang":"en","type":"review","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Eosinophilic Esophagitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Nerd; Medicine; GERD; Gastroenterology; Reflux; Esophagitis; Internal medicine; Asymptomatic; Ambulatory; Biopsy; Heartburn; Endoscopy; Disease","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":[0.01164103,0.002414615,0.01997717,0.007256283,0.0008223166,0.003240228,0.002272548,0.00212471,0.004424921],"category_scores_gemma":[0.0278656,0.001330046,0.03233771,0.007893434,0.0008476155,0.002184734,0.001554075,0.001659684,0.0004062062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002692365,"about_ca_system_score_gemma":0.003196087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006750212,"about_ca_topic_score_gemma":0.01828166,"domain_scores_codex":[0.9894902,0.004255043,0.003328416,0.001321113,0.001271674,0.0003335289],"domain_scores_gemma":[0.9768502,0.01657303,0.003832868,0.000598297,0.001865066,0.000280573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001570476,0.00002211575,0.004812995,0.5384905,0.4437859,0.0001284597,0.00007367342,0.000302834,0.0002186601,0.00009621681,0.0006931041,0.009804839],"study_design_scores_gemma":[0.0005140518,0.0001786626,0.005248308,0.04474464,0.9469525,0.0001297994,0.00005399252,0.0001464016,0.00009859703,0.0001511833,0.001757064,0.00002482442],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002885167,0.9957678,0.0002539541,0.0001024315,0.00009579117,0.0001925947,0.0005047205,0.00001410934,0.0001834119],"genre_scores_gemma":[0.1510967,0.8434799,0.001701869,0.0009205207,0.0002907041,0.001131397,0.0009971611,0.00002751267,0.0003542476],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01997717,"threshold_uncertainty_score":0.06156439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04796017268239052,"score_gpt":0.3260697378897263,"score_spread":0.2781095652073358,"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."}}