{"id":"W2896510861","doi":"10.12968/gasn.2018.16.8.35","title":"Elective surveillance gastroscopy in Barrett's oesophagus: a case study and review of the clinical endoscopist's role","year":2018,"lang":"en","type":"article","venue":"Gastrointestinal Nursing","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; General surgery; Perforation; Intestinal metaplasia; Internal medicine; Reflux; Gastroenterology; Disease; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006582256,0.00103799,0.0007464766,0.0036765,0.001720623,0.001533621,0.001010041,0.002975914,0.002461652],"category_scores_gemma":[0.003181255,0.0005460154,0.0007744071,0.003283362,0.001114796,0.002178573,0.001252191,0.001806264,0.0009255744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001299169,"about_ca_system_score_gemma":0.001127397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002518621,"about_ca_topic_score_gemma":0.006293181,"domain_scores_codex":[0.9991031,0.0002171751,0.0002073701,0.0001310248,0.0001817605,0.0001596792],"domain_scores_gemma":[0.9986308,0.0004845173,0.0004118309,0.00004711128,0.0001447188,0.0002810122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.00003104073,0.00007120176,0.0102616,0.0007034227,0.00002516096,0.9688955,0.001408511,0.00007540398,0.0005324158,0.0005431246,0.003226928,0.01422575],"study_design_scores_gemma":[0.000002802083,0.00002729531,0.004795574,0.0003745631,0.00002176368,0.9857905,0.001155565,0.00003925719,0.00008190005,0.0001155314,0.007579683,0.00001556914],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3799748,0.5655702,0.004631688,0.01417938,0.0021778,0.0003946484,0.0003509403,0.0001061061,0.03261436],"genre_scores_gemma":[0.709827,0.2704635,0.004250029,0.004871428,0.003668418,0.0001143205,0.0003326224,0.00005679801,0.006415801],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0036765,"threshold_uncertainty_score":0.009426177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03041590115124101,"score_gpt":0.4033389957217554,"score_spread":0.3729230945705144,"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."}}