{"id":"W4295592820","doi":"10.3390/curroncol29090513","title":"PET/CT for Predicting Occult Lymph Node Metastasis in Gastric Cancer","year":2022,"lang":"en","type":"review","venue":"Current Oncology","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Occult; Positron emission tomography; Lymph node; Radiology; Metastasis; Cancer; Dissection (medical); Standardized uptake value; Lymph; PET-CT; Primary tumor; Stage (stratigraphy); Pathology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006100528,0.0004849671,0.002715459,0.000834408,0.0001007752,0.00001651287,0.0003312466,0.00003975035,0.002683459],"category_scores_gemma":[0.0003138763,0.0004110766,0.0008304744,0.0009722434,0.00005197292,0.00004821336,0.0003026634,0.0006784928,0.00003238617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003038194,"about_ca_system_score_gemma":0.001365738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009281156,"about_ca_topic_score_gemma":0.00004412764,"domain_scores_codex":[0.9971405,0.0002083328,0.0009641329,0.0007067819,0.0003240616,0.0006561594],"domain_scores_gemma":[0.9982311,0.0005870716,0.0006148556,0.0003733503,0.00005055865,0.0001430521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004009762,0.0002806703,0.005271981,0.02261545,0.0003541227,0.0002506851,0.00001918473,0.000005060572,7.769617e-9,0.00001747111,0.0106324,0.9605129],"study_design_scores_gemma":[0.002390819,0.0001944333,0.0002534419,0.002946632,0.004940272,0.0004211099,0.00007924255,0.00006179618,2.30015e-8,0.00000394445,0.9884461,0.0002622181],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000467014,0.9917713,0.00005770586,0.0001687784,0.003489265,0.002540708,0.0003075827,0.00007441425,0.001543516],"genre_scores_gemma":[0.000009175211,0.9923872,0.0002836648,0.0001056227,0.000731473,0.004391802,0.0007987616,0.00007180201,0.001220437],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9778137,"threshold_uncertainty_score":0.9998341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2674745914490884,"score_gpt":0.482302021480682,"score_spread":0.2148274300315936,"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."}}