{"id":"W2142829676","doi":"10.4021/gr433w","title":"Prevalence of Adenomas Found on Colonoscopy in Patients With HIV","year":2012,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Colonoscopy; Medicine; Human immunodeficiency virus (HIV); Gastroenterology; Internal medicine; Virology; Colorectal cancer; Cancer","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":[],"consensus_categories":[],"category_scores_codex":[0.0005280987,0.00007030971,0.0001633215,0.0002822783,0.00003369183,0.000002836201,0.0000736112,0.00005660078,0.00008618314],"category_scores_gemma":[0.00008647854,0.00005610891,0.00002190906,0.0001861663,0.0001854346,0.00005654092,0.00004719076,0.0003825407,0.00002769684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001215523,"about_ca_system_score_gemma":0.00003454285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003502688,"about_ca_topic_score_gemma":0.0000360886,"domain_scores_codex":[0.9986622,0.0001871451,0.0001411067,0.0001700432,0.0003675582,0.0004719124],"domain_scores_gemma":[0.9994396,0.00007479952,0.00003750033,0.0001986186,0.000140331,0.0001091499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05332123,0.0004129169,0.9455277,0.00008041674,0.00001593285,0.000002327243,0.0001332496,0.000003903312,0.00006805069,0.000007747986,0.0002218563,0.0002046692],"study_design_scores_gemma":[0.002602413,0.0228222,0.9739329,0.00009818135,0.000009275061,0.000007811767,0.00002568648,0.00001641217,0.0004117493,0.00000372078,0.00004697601,0.00002268781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986713,0.00004374703,0.00003530278,0.0001727431,0.00006129289,0.0003632755,0.000005456964,0.00001133816,0.000635526],"genre_scores_gemma":[0.9993806,0.000004967691,0.0002150986,0.00005962097,0.00005557082,0.00004918737,0.000004370616,0.000009536765,0.0002210717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05071882,"threshold_uncertainty_score":0.2288055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0378596030310649,"score_gpt":0.3394853221141991,"score_spread":0.3016257190831342,"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."}}