{"id":"W2418606432","doi":"10.1136/gutjnl-2015-309861.633","title":"PWE-186 Use of dna ploidy in routine pathology practice as a biomarker for barrett’s oesophagus with high risk clinical features","year":2015,"lang":"en","type":"article","venue":"","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Biopsy; Dysplasia; Aneuploidy; Biomarker; Adenocarcinoma; Internal medicine; Gastroenterology; Ploidy; Pathology; Prospective cohort study; Oncology; Cancer; Biology; Chromosome; Genetics; Gene","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":[0.00127164,0.0002331361,0.00029839,0.001087801,0.0002926381,0.0008433231,0.0002441539,0.0004174698,0.00220681],"category_scores_gemma":[0.003138185,0.0001876082,0.0002190624,0.0009033616,0.0004183875,0.0005699902,0.0005720314,0.0003046662,0.0007270021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002223608,"about_ca_system_score_gemma":0.0002376047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007608377,"about_ca_topic_score_gemma":0.000961489,"domain_scores_codex":[0.9988361,0.0004022935,0.0001757944,0.0001898004,0.0002857057,0.0001104816],"domain_scores_gemma":[0.9976725,0.0006527597,0.0008567625,0.0001666571,0.0003995956,0.0002517196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002751341,0.00003263192,0.990637,0.00003137556,0.00001780673,0.0001831904,0.0001155468,0.00003043455,0.002848491,0.00000976756,0.0000840264,0.005734673],"study_design_scores_gemma":[0.000009100882,0.0005113776,0.9950404,0.00001049012,0.00001806285,0.001301354,0.0001840415,0.0001798906,0.00222666,0.00001642772,0.0004969136,0.000005262251],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972315,0.0006335364,0.0003798792,0.00006011996,0.00000825432,0.00003250462,0.0002319163,0.00001904063,0.001403248],"genre_scores_gemma":[0.9990357,0.0001178014,0.0004232987,0.00002307499,0.000008776605,0.00001561653,0.0001669241,0.000003328575,0.0002054056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00220681,"threshold_uncertainty_score":0.007382512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09213140001148301,"score_gpt":0.4136839435105297,"score_spread":0.3215525434990467,"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."}}