{"id":"W2313550688","doi":"10.1155/2004/180351","title":"Costs of Finding an Advanced Adenoma in Colorectal Screening","year":2004,"lang":"en","type":"letter","venue":"Canadian Journal of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital; Queen's University","funders":"","keywords":"Sigmoidoscopy; Colonoscopy; Medicine; Adenoma; Barium enema; Colorectal cancer; Fecal occult blood; Polypectomy; General surgery; Double-contrast barium enema; Radiology; Internal medicine; Gastroenterology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002439609,0.0002428929,0.0004333807,0.0010565,0.0006568221,0.001159102,0.0005208543,0.002783188,0.002073013],"category_scores_gemma":[0.0412465,0.0002899642,0.0005934448,0.001928967,0.0005162386,0.0005326383,0.0002625538,0.001349265,0.0002455382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00911915,"about_ca_system_score_gemma":0.002582956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06793722,"about_ca_topic_score_gemma":0.09961496,"domain_scores_codex":[0.9965245,0.002257929,0.0002353291,0.0001304787,0.0006240429,0.0002276946],"domain_scores_gemma":[0.9682308,0.0269089,0.001576449,0.000296023,0.002166437,0.0008213052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006284946,0.0005864954,0.6219303,0.0005257322,0.0005043925,0.01137656,0.0009903159,0.05300575,0.0006444993,0.009790869,0.09962156,0.1947385],"study_design_scores_gemma":[0.003779892,0.00476922,0.5598332,0.001687831,0.001013293,0.02758719,0.002460766,0.2830566,0.001588622,0.03411486,0.0796582,0.0004504363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.7395035,0.00751452,0.00325503,0.2171137,0.001082099,0.0003258736,0.001713649,0.00008287204,0.02940872],"genre_scores_gemma":[0.9780852,0.001878217,0.002528694,0.01461723,0.0009708571,0.0001428686,0.0002988633,0.000007165242,0.001470816],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.06793722,"threshold_uncertainty_score":0.1350836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01764476836242298,"score_gpt":0.2571133789460334,"score_spread":0.2394686105836104,"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."}}