{"id":"W2003525243","doi":"10.1016/j.gie.2006.05.003","title":"Diagnostic endoscopy: 2020 vision","year":2006,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Endoscopy; Optometry; General surgery; Radiology","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":[0.001122834,0.001043876,0.0004077457,0.002204812,0.0005731685,0.00218381,0.000647522,0.00636967,0.113391],"category_scores_gemma":[0.002022747,0.0003919978,0.0005185456,0.0003812743,0.0006843018,0.00220779,0.001300266,0.002623669,0.05976135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008738272,"about_ca_system_score_gemma":0.0009584214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001091181,"about_ca_topic_score_gemma":0.003416576,"domain_scores_codex":[0.9995483,0.0001103876,0.0000361102,0.00006460267,0.0001541442,0.0000864194],"domain_scores_gemma":[0.9979103,0.000159454,0.0000947063,0.0001173406,0.0007153775,0.001002699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000201307,0.00004621162,0.0009125907,0.000234849,0.00001230058,0.0008922381,0.00001138361,0.00004269347,0.001268119,0.00203917,0.8471943,0.1471448],"study_design_scores_gemma":[0.00006074628,0.0001383411,0.003208213,0.0002622002,0.00001687241,0.004509687,0.00002916415,0.0003504917,0.0004531986,0.001626102,0.9893233,0.00002167078],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.006046899,0.03640047,0.01511157,0.1176421,0.06077728,0.0002455897,0.001060358,0.004648841,0.7580668],"genre_scores_gemma":[0.05755759,0.02643999,0.01378248,0.03892693,0.06918045,0.0001585027,0.002437703,0.000637017,0.7908794],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.113391,"threshold_uncertainty_score":0.3793308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008589599910333883,"score_gpt":0.2648898679371393,"score_spread":0.2563002680268054,"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."}}