{"id":"W2105011937","doi":"10.1115/biomed2008-38060","title":"Design of a Navigational Aid for Colonoscopy","year":2008,"lang":"en","type":"article","venue":"","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Colonoscopy; Endoscope; Perforation; Medicine; Colorectal cancer; Rectum; Endoscopy; Inflammatory bowel disease; Gold standard (test); Sigmoidoscopy; Surgery; Radiology; Cancer; Medical physics; General surgery; Internal medicine; Disease; Engineering","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":[0.0009307434,0.0009643818,0.000686231,0.0007476617,0.0005850318,0.001074153,0.002115162,0.001480901,0.01265363],"category_scores_gemma":[0.001708141,0.0004429971,0.0004112002,0.0002878832,0.0003433676,0.0009315667,0.001256575,0.0005783376,0.005017137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002864469,"about_ca_system_score_gemma":0.001087768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000421323,"about_ca_topic_score_gemma":0.0005707309,"domain_scores_codex":[0.9992362,0.0001567979,0.00005338119,0.0001816198,0.0002928659,0.00007907322],"domain_scores_gemma":[0.9990283,0.0001595404,0.00006897894,0.0001067431,0.0004490307,0.0001874951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002198348,0.0006986192,0.00971389,0.002220393,0.0001858053,0.002644389,0.00050577,0.0106982,0.3900548,0.01220536,0.02340178,0.5454727],"study_design_scores_gemma":[0.001178629,0.02263942,0.02117932,0.0007127904,0.001071016,0.02043592,0.0006211699,0.1826863,0.2628868,0.006821638,0.4790977,0.0006693141],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04894235,0.001388855,0.9204403,0.0009066333,0.001245374,0.002990361,0.0009583278,0.006717964,0.01640988],"genre_scores_gemma":[0.1982612,0.0006928702,0.7850264,0.0008757756,0.0002514737,0.001833195,0.0006208503,0.0003868459,0.01205131],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01265363,"threshold_uncertainty_score":0.04233056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05871223808674932,"score_gpt":0.3099674572130997,"score_spread":0.2512552191263504,"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."}}