{"id":"W4297731179","doi":"10.14309/ctg.0000000000000530","title":"Reevaluation of Gastric Cancer Screening by Levin's Equation","year":2022,"lang":"en","type":"article","venue":"Clinical and Translational Gastroenterology","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"","keywords":"Medicine; Cancer; Mortality rate; Population; Stomach cancer; Demography; Cancer registry; Internal medicine; Gastroenterology; Environmental health","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":[0.005233288,0.0006735656,0.001033798,0.001183926,0.0002683503,0.001258395,0.001266051,0.000585394,0.003214537],"category_scores_gemma":[0.02066375,0.000369422,0.001814454,0.001257191,0.0003955192,0.00131713,0.0009227092,0.001086607,0.0008671026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00172824,"about_ca_system_score_gemma":0.002409265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0248096,"about_ca_topic_score_gemma":0.009245793,"domain_scores_codex":[0.9973477,0.00144407,0.0001444998,0.0004932379,0.0003655609,0.0002049451],"domain_scores_gemma":[0.9941121,0.004012471,0.0006512458,0.0002932689,0.0008368184,0.00009424556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002558393,0.0001697746,0.6718974,0.0005005436,0.001305366,0.000926333,0.0006315332,0.1406656,0.001139074,0.03249401,0.01024569,0.1397689],"study_design_scores_gemma":[0.00008588425,0.0002788537,0.1160887,0.0002922501,0.0007575989,0.00118546,0.0004288894,0.8416322,0.000629832,0.01795413,0.02059776,0.00006841506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.488037,0.009177566,0.4698317,0.008174779,0.000611946,0.0004449824,0.003481791,0.0009485049,0.01929179],"genre_scores_gemma":[0.9606,0.001925269,0.03204672,0.0005663192,0.0001394286,0.0001361018,0.001154674,0.0001203615,0.003311095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0248096,"threshold_uncertainty_score":0.04933035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0912206097047812,"score_gpt":0.3684498666624363,"score_spread":0.2772292569576551,"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."}}