{"id":"W2009738737","doi":"10.1111/j.1365-2796.2008.01977.x","title":"Endoscopy in Barrett’s oesophagus: adherence to standards and neoplasia detection in the community practice versus hospital setting","year":2008,"lang":"en","type":"article","venue":"Journal of Internal Medicine","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humboldt District Hospital","funders":"","keywords":"Medicine; Esophagogastroduodenoscopy; Intraepithelial neoplasia; Internal medicine; Endoscopy; Barrett's oesophagus; Gastroenterology; Dysplasia; Barrett's esophagus; Referral; Medical record; Esophagus; Retrospective cohort study; Adenocarcinoma; Cancer","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":[0.003279264,0.0001990235,0.0003580637,0.001296837,0.0003545869,0.0009659859,0.0007171708,0.0008908819,0.001629835],"category_scores_gemma":[0.02223979,0.0002927255,0.0003591562,0.002020099,0.0008482817,0.0009251992,0.00110882,0.0005456915,0.0001694019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008614705,"about_ca_system_score_gemma":0.0005706699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009191887,"about_ca_topic_score_gemma":0.009272099,"domain_scores_codex":[0.9952801,0.002352084,0.0004763496,0.0006429066,0.0007969844,0.000451539],"domain_scores_gemma":[0.9769011,0.005299663,0.01417462,0.0004474261,0.001364162,0.001812989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008586646,0.00004183632,0.9988853,0.00001541403,0.0000293481,0.00001915288,0.0001013908,0.00001793387,0.00002617481,0.000009138803,0.00003854418,0.0007299896],"study_design_scores_gemma":[0.000008074559,0.0001499507,0.9992223,0.00001429494,0.00001293454,0.0001130189,0.0003127237,0.0001073256,0.00001650841,0.000008741036,0.00003170064,0.000002491694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992629,0.0003972812,0.00004303025,0.00006530459,0.000002881723,0.000007730925,0.00006613717,0.000001216159,0.0001536738],"genre_scores_gemma":[0.9997926,0.00006400819,0.00003902926,0.00001637768,0.000005819595,0.000004416439,0.00006120719,5.878906e-7,0.00001599358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009191887,"threshold_uncertainty_score":0.01827681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03260165267487558,"score_gpt":0.3819677103427297,"score_spread":0.3493660576678541,"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."}}