{"id":"W1542778455","doi":"10.1155/2008/107467","title":"Acceptance of Colonoscopy Requires more than Test Tolerance","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; St. Boniface Hospital","funders":"","keywords":"Colonoscopy; Test (biology); Medicine; Computer science; Reliability engineering; Medical physics; Internal medicine; Colorectal cancer; Engineering; Biology; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000111264,0.00009460306,0.0003710274,0.0002500247,0.00006727714,0.00000356973,0.0001203895,0.00006568246,0.00009453562],"category_scores_gemma":[0.0001813738,0.00008792624,0.0001166548,0.000125296,0.0002897732,0.00007605217,0.000006537092,0.0002425526,0.000001974026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001291589,"about_ca_system_score_gemma":0.0005855795,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00157577,"about_ca_topic_score_gemma":0.01914743,"domain_scores_codex":[0.9991066,0.00003236077,0.0003597585,0.0001039814,0.0001190469,0.0002781912],"domain_scores_gemma":[0.9988945,0.00003545215,0.0002767517,0.0001365294,0.0002499394,0.0004068394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007254208,0.0000274392,0.9867005,0.00001927187,0.00004352616,0.0005386548,0.0003835398,0.00005435095,0.001577563,0.000003298903,0.003020742,0.0003769152],"study_design_scores_gemma":[0.00175808,0.02535648,0.9584849,0.0001376089,0.00004714496,0.008584796,0.0001043872,0.00007293338,0.002891703,0.00001225463,0.002498891,0.00005082774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968175,0.0003989208,0.0003672518,0.00153356,0.0004223445,0.00007307207,0.00001551636,0.000005402219,0.0003664568],"genre_scores_gemma":[0.9981171,0.00004565249,0.0008177434,0.0006472064,0.0002375677,0.000002087673,0.000001573532,0.00001094869,0.0001200417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0282156,"threshold_uncertainty_score":0.9987506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01844794865699613,"score_gpt":0.2556945652555555,"score_spread":0.2372466165985594,"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."}}