{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006629767,0.00009976524,0.0001476305,0.000141899,0.00006340312,0.00002952015,0.00005068973,0.00004867517,0.00001363257],"category_scores_gemma":[0.0004093403,0.00008346891,0.00004716371,0.0002757205,0.0000268205,0.00005583543,0.0000314076,0.0001399811,0.0001562642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004093876,"about_ca_system_score_gemma":0.0001363119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004632511,"about_ca_topic_score_gemma":0.00002774997,"domain_scores_codex":[0.9992005,0.00002911091,0.00009077263,0.0002594814,0.0002064224,0.0002137502],"domain_scores_gemma":[0.9993927,0.0001103008,0.00001354473,0.000189244,0.000123396,0.0001708515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004463353,0.0005832106,0.9711936,0.0000902973,0.0001575201,0.0001626798,0.001479911,0.00004750945,0.00005795144,0.01646684,0.001945053,0.007369134],"study_design_scores_gemma":[0.0009820941,0.0005016911,0.9963248,0.0001271255,0.00006376414,0.00001383274,0.0002114305,0.00001987587,0.0009134574,0.000476667,0.0003060341,0.00005922068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9089546,0.004942507,0.004664133,0.009600556,0.000238546,0.001900825,0.00001774534,0.0001770873,0.06950407],"genre_scores_gemma":[0.9954765,0.00003357978,0.0002437763,0.000368377,0.00009016448,0.0002240072,0.00002404441,0.000009697947,0.003529872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08652195,"threshold_uncertainty_score":0.3403763,"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."}}