{"id":"W4416581532","doi":"10.1159/000549733","title":"Diagnostic Approach to Early Barrett’s Neoplasia: Western Perspective","year":2025,"lang":"en","type":"article","venue":"Digestion","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Kingston General Hospital; Queen's University","funders":"","keywords":"Perspective (graphical); Lesion; MEDLINE; Diagnostic test; Medical imaging","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":[0.001128677,0.000640864,0.001006264,0.003536301,0.0002806192,0.001175283,0.0006335482,0.00123914,0.00211663],"category_scores_gemma":[0.002983575,0.0002443246,0.0005952096,0.002159507,0.0007698433,0.001972692,0.0007483092,0.001551724,0.0009962901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006592482,"about_ca_system_score_gemma":0.000905149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002332087,"about_ca_topic_score_gemma":0.002851772,"domain_scores_codex":[0.9994782,0.0001480659,0.0001167188,0.0001005871,0.0001210433,0.00003541361],"domain_scores_gemma":[0.9985245,0.0005010919,0.0002248991,0.00003241474,0.0006294047,0.00008775482],"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":[0.0002224795,0.00005162521,0.007922505,0.02365047,0.0003791849,0.001230355,0.0005663052,0.0002631183,0.001803793,0.005648735,0.04551706,0.9127445],"study_design_scores_gemma":[0.00004811392,0.0002782508,0.03192341,0.03345868,0.001171862,0.0148142,0.001268597,0.0005063667,0.001155506,0.00888442,0.9063842,0.0001063716],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000993143,0.9897355,0.0008834936,0.004960577,0.0009116638,0.000009861743,0.00007012052,0.00002719748,0.002408467],"genre_scores_gemma":[0.01020818,0.9822261,0.001555367,0.003155867,0.002013868,0.00001908677,0.0001581991,0.00001026826,0.0006530708],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003536301,"threshold_uncertainty_score":0.007080793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01660911665004448,"score_gpt":0.3182504176473905,"score_spread":0.301641300997346,"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."}}