{"id":"W185692665","doi":"10.1097/01.pas.0000184808.45661.cb","title":"The Use of Routine Special Stains for Upper Gastrointestinal Biopsies","year":2006,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Helicobacter pylori-related gastroenterology studies","field":"Medicine","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Jubilee Hospital","funders":"","keywords":"H&E stain; Stain; Medicine; Pathology; Eosin; Intestinal metaplasia; Gastric biopsy; Biopsy; Staining; Helicobacter pylori; Dysplasia; Gastritis; Gastroenterology","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":[0.002533131,0.0005218216,0.000532017,0.001575912,0.0005487331,0.000525787,0.0004575508,0.0004512575,0.002685613],"category_scores_gemma":[0.007795607,0.000465253,0.0002747875,0.001145435,0.0007949917,0.0006859877,0.0005069557,0.0004472696,0.0009826687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002607944,"about_ca_system_score_gemma":0.0003748925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008243843,"about_ca_topic_score_gemma":0.001528447,"domain_scores_codex":[0.9980106,0.0005730313,0.0004069419,0.0003564084,0.000477136,0.0001761066],"domain_scores_gemma":[0.9932851,0.002216506,0.001690484,0.001250559,0.001105842,0.0004515349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001340839,0.0002082334,0.8724408,0.0004674488,0.00008741979,0.007891344,0.0005070146,0.0001929959,0.06102562,0.0001990936,0.001128129,0.05451098],"study_design_scores_gemma":[0.00006486671,0.002185504,0.9087123,0.0001758702,0.0001712378,0.05194017,0.0005173064,0.0005608526,0.02522648,0.0002109487,0.01018767,0.00004681652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785538,0.006399848,0.006709415,0.0001852617,0.0001392345,0.0002608172,0.0003543549,0.0001618949,0.00723544],"genre_scores_gemma":[0.9790556,0.002725673,0.01567112,0.0002773256,0.0001298838,0.0001657814,0.0006731103,0.00006913286,0.001232408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002685613,"threshold_uncertainty_score":0.01339668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02638047392907899,"score_gpt":0.274977309450181,"score_spread":0.248596835521102,"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."}}