{"id":"W3194855485","doi":"10.1111/his.14549","title":"High interobserver variability and frequent overdiagnosis of dysplasia in fundic gland polyps can be improved by detecting atypia on the surface epithelium and an abrupt transition to non‐neoplastic cells","year":2021,"lang":"en","type":"article","venue":"Histopathology","topic":"Helicobacter pylori-related gastroenterology studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Atypia; Overdiagnosis; Dysplasia; Medicine; Pathology; Radiology; Nuclear medicine; Gastroenterology; Internal medicine","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":[0.03236277,0.0005979976,0.0007168466,0.002975357,0.0006332724,0.001019101,0.000883958,0.0008093474,0.001020626],"category_scores_gemma":[0.04948645,0.0004622919,0.0005761409,0.001206255,0.00135627,0.0007026641,0.001737835,0.0004527349,0.0004393767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006380365,"about_ca_system_score_gemma":0.0003235944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001229347,"about_ca_topic_score_gemma":0.002988104,"domain_scores_codex":[0.9629046,0.0195588,0.004946888,0.004875578,0.007139659,0.0005745105],"domain_scores_gemma":[0.9054736,0.06381517,0.01314979,0.007988185,0.008663555,0.0009097354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008401488,0.00006446779,0.9250434,0.0005420861,0.0008449179,0.0005359581,0.002039758,0.000806612,0.01943708,0.0002134901,0.0007957229,0.04883632],"study_design_scores_gemma":[0.00004004244,0.0002549318,0.9755222,0.0001756729,0.000326489,0.003948876,0.0007809708,0.005523516,0.01006019,0.0009239189,0.002386109,0.00005716091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555504,0.005350374,0.03374651,0.0002099479,0.0001964695,0.0001763167,0.0001821437,0.0003190153,0.004268679],"genre_scores_gemma":[0.9897755,0.0002429854,0.00912214,0.0001158292,0.00006442482,0.00007373998,0.0001327468,0.00004523284,0.00042732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03236277,"threshold_uncertainty_score":0.1711528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01045574359236041,"score_gpt":0.2322634065764415,"score_spread":0.2218076629840811,"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."}}