{"id":"W4366314504","doi":"10.34172/mejdd.2023.313","title":"Head-to-Head Diagnostic Test Accuracy Meta-analysis of Colonoscopy and Fecal Immunochemical Test in Detecting Advanced Colon Neoplasia","year":2023,"lang":"en","type":"article","venue":"Middle East Journal of Digestive Diseases","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; St. Joseph’s Healthcare Hamilton; Population Health Research Institute; McMaster University; Queen's University; Impact; Cochrane","funders":"McMaster University","keywords":"Colonoscopy; Medicine; Asymptomatic; Meta-analysis; Diagnostic accuracy; Test (biology); Colorectal cancer; Internal medicine; Radiology; Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0002875328,0.0002312483,0.001243977,0.0008678707,0.00009576316,0.00003774367,0.0001139165,0.00007591709,0.00003149297],"category_scores_gemma":[0.02975509,0.0001937457,0.0005953503,0.002298054,0.0001311288,0.0001604029,0.00007583026,0.0003242611,0.000004795701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001479348,"about_ca_system_score_gemma":0.0002224468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001021358,"about_ca_topic_score_gemma":0.0001885467,"domain_scores_codex":[0.9981836,0.00008776068,0.0007130594,0.0002915612,0.0004209821,0.0003030376],"domain_scores_gemma":[0.9909884,0.007607755,0.0004508726,0.0001784271,0.0004142743,0.0003602856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008566014,0.0007120112,0.9472436,0.0001351619,0.007564787,0.0003161301,0.000817938,0.00262796,0.02526268,0.000001171665,0.00002199609,0.006730533],"study_design_scores_gemma":[0.00162112,0.005778974,0.9498307,0.0003025822,0.03276051,0.0000870012,0.0008216818,0.000939218,0.00763098,0.00001617727,0.00003773675,0.000173323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942818,0.004652569,0.00007572371,0.0004003766,0.00007918405,0.000311525,0.0001425378,0.00003292808,0.000023413],"genre_scores_gemma":[0.9994005,0.00009141121,0.0002565197,0.00007364218,0.0000688766,0.00004386243,0.00001702437,0.00002179648,0.00002637966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02946755,"threshold_uncertainty_score":0.9784177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05812533538196105,"score_gpt":0.338625228196023,"score_spread":0.280499892814062,"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."}}