{"id":"W4404521782","doi":"10.1136/gutjnl-2024-333364","title":"Liquid biopsy to identify Barrett’s oesophagus, dysplasia and oesophageal adenocarcinoma: the <i>EMERALD</i> multicentre study","year":2024,"lang":"en","type":"article","venue":"Gut","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; Basic and Applied Basic Research Foundation of Guangdong Province; Queen's University; Queen's University Belfast; Cancer Focus Northern Ireland; Health Research Board; Foundation for the National Institutes of Health","keywords":"Medicine; Cohort; Internal medicine; Biomarker; Dysplasia; Oncology; Cancer; Gastroenterology; Adenocarcinoma; Barrett's esophagus; Receiver operating characteristic; Pathology; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00381207,0.001034761,0.00081816,0.0008925395,0.000543814,0.0009955064,0.0007136012,0.00100086,0.0009951205],"category_scores_gemma":[0.004457002,0.0006201415,0.001059059,0.0006100182,0.0005465705,0.0006687581,0.0009049761,0.0007163248,0.0004437852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005409541,"about_ca_system_score_gemma":0.0004379741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001194691,"about_ca_topic_score_gemma":0.001504681,"domain_scores_codex":[0.9979232,0.0009331541,0.0001572736,0.000540418,0.0003158101,0.0001301592],"domain_scores_gemma":[0.9976078,0.0003977014,0.0006583896,0.0005721814,0.0003622081,0.0004016884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01812323,0.0009982877,0.9557583,0.0002232025,0.001105349,0.0003590097,0.000238339,0.0001628082,0.00918176,0.00005918956,0.0003958482,0.01339462],"study_design_scores_gemma":[0.001900688,0.01062224,0.9792138,0.00006672411,0.0009860423,0.001995385,0.0001642701,0.0008117807,0.002312877,0.00006319179,0.001834041,0.00002904216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964587,0.001689615,0.0008595434,0.00007388094,0.00002646791,0.0002165393,0.0002591982,0.00001572818,0.0004002984],"genre_scores_gemma":[0.9977252,0.0002760951,0.000969897,0.0001459047,0.00003498852,0.00009235415,0.000503971,0.000007983661,0.0002435625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00381207,"threshold_uncertainty_score":0.02016044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02282087592353904,"score_gpt":0.3506562936892263,"score_spread":0.3278354177656873,"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."}}