{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001711038,0.0002300796,0.0002888742,0.0001130118,0.0001185402,0.0000427205,0.00008320405,0.00004197132,0.0003040151],"category_scores_gemma":[0.0009085231,0.0002129575,0.0001364955,0.0003345598,0.00009489729,0.00009872232,0.00004857982,0.0003018868,0.0002596149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001397331,"about_ca_system_score_gemma":0.0001017782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006898074,"about_ca_topic_score_gemma":0.00008387226,"domain_scores_codex":[0.9984447,0.00005413735,0.0003131034,0.0004037435,0.0003558191,0.0004285071],"domain_scores_gemma":[0.9988022,0.000520931,0.0001030325,0.0002726285,0.0001175558,0.0001836329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01421203,0.0006843689,0.3750269,0.0002261289,0.00003294151,0.001667629,0.00004342066,0.0004004236,0.5631319,0.0003961046,0.03329417,0.01088398],"study_design_scores_gemma":[0.00967856,0.03009671,0.8390584,0.002842368,0.0003604841,0.04731063,0.0001285953,0.00418387,0.05405135,0.00140833,0.01007125,0.0008094744],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9191143,0.0004641027,0.05491279,0.001349404,0.0004312872,0.0005705109,0.00001537266,0.000656448,0.02248581],"genre_scores_gemma":[0.9276695,0.000009092251,0.07001881,0.00016739,0.0008524771,0.00004810834,0.00004417839,0.00003705384,0.001153366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5090806,"threshold_uncertainty_score":0.8684155,"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."}}