{"id":"W4400443477","doi":"10.3390/curroncol31070290","title":"Endoscopic Grading and Sampling of Gastric Precancerous Lesions: A Comprehensive Literature Review","year":2024,"lang":"en","type":"review","venue":"Current Oncology","topic":"Helicobacter pylori-related gastroenterology studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chromoendoscopy; Medicine; Grading (engineering); Intestinal metaplasia; Biopsy; Atrophic gastritis; Dysplasia; Sampling (signal processing); Precancerous condition; Cancer; Gastroenterology; Internal medicine; Radiology; Gastritis; Stomach; Colorectal cancer; Colonoscopy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001208954,0.0008589035,0.001735012,0.00635854,0.0002690022,0.001087531,0.0009758194,0.0007331445,0.003804639],"category_scores_gemma":[0.003963386,0.0003147667,0.001230355,0.006284924,0.0004828981,0.001247325,0.0005727938,0.0006568225,0.0006744817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005687653,"about_ca_system_score_gemma":0.002251003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002416982,"about_ca_topic_score_gemma":0.004071404,"domain_scores_codex":[0.9994984,0.00009516962,0.0001779679,0.00007799332,0.0001274916,0.00002300199],"domain_scores_gemma":[0.9977297,0.001474712,0.0003396412,0.00004399677,0.0003610144,0.00005092241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001138191,0.00004573164,0.001237064,0.1513285,0.00057044,0.0003207272,0.0001585952,0.0002537776,0.0005097482,0.0007522774,0.0149024,0.829807],"study_design_scores_gemma":[0.00006452018,0.0003431686,0.0163294,0.2181902,0.007670124,0.008398114,0.0005275454,0.0002852974,0.0008677235,0.001980291,0.745248,0.00009566863],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001449369,0.9994082,0.00005156005,0.0001036624,0.00004449623,0.000004827112,0.00003485565,0.000003472037,0.0002039123],"genre_scores_gemma":[0.0008624423,0.9987634,0.000148669,0.00007294345,0.00005088046,0.000004941518,0.00004278999,9.855356e-7,0.00005282129],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00635854,"threshold_uncertainty_score":0.01272774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2259123084867873,"score_gpt":0.4746201091286628,"score_spread":0.2487078006418754,"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."}}