{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007923742,0.0001622534,0.0004575246,0.00006133213,0.00009360125,0.00001147245,0.00008900947,0.00001812522,0.00003216875],"category_scores_gemma":[0.0008006807,0.0001110434,0.00008403833,0.0003380295,0.0005054342,0.00004770823,0.00004850466,0.0003534326,0.000003396003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002020698,"about_ca_system_score_gemma":0.0002836375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004130344,"about_ca_topic_score_gemma":0.0002931156,"domain_scores_codex":[0.998131,0.0003809007,0.000458458,0.0003540271,0.0003091946,0.0003664239],"domain_scores_gemma":[0.9989247,0.0001884998,0.0001413863,0.0003369887,0.000223121,0.0001853283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004548412,0.0006920355,0.9886898,0.0002899542,0.0000226899,0.00175424,0.0001941037,8.063265e-8,0.00009221917,0.000004083071,0.000116105,0.007689836],"study_design_scores_gemma":[0.002942967,0.009417984,0.9468853,0.01795837,0.0000871559,0.02105779,0.001028714,0.00008665754,0.0003977469,0.00006214539,0.000002879168,0.00007231783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772344,0.02040987,0.00006414689,0.0006400619,0.00007084126,0.001290801,0.000007645735,0.0000171768,0.0002650383],"genre_scores_gemma":[0.9968222,0.0001532882,0.002666863,0.0001453974,0.0001488091,0.00002793025,0.000001501925,0.000015374,0.00001862888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04180454,"threshold_uncertainty_score":0.4528218,"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."}}