{"id":"W4392391621","doi":"10.1053/j.gastro.2024.01.044","title":"Autonomous Artificial Intelligence vs Artificial Intelligence–Assisted Human Optical Diagnosis of Colorectal Polyps: A Randomized Controlled Trial","year":2024,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Université de Montréal; Montreal General Hospital","funders":"Fujifilm Holdings","keywords":"Randomized controlled trial; Artificial intelligence; Medicine; Computer science; Internal medicine","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":[0.006439728,0.002289058,0.004757121,0.000585785,0.000716214,0.001808321,0.001579807,0.004712955,0.00729965],"category_scores_gemma":[0.01046678,0.001031175,0.003354392,0.0006001908,0.002537342,0.002181406,0.0007782339,0.00372457,0.0008380737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001191618,"about_ca_system_score_gemma":0.001718765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000751557,"about_ca_topic_score_gemma":0.0009136369,"domain_scores_codex":[0.9941158,0.004117319,0.0004143018,0.0006192339,0.000315769,0.0004174245],"domain_scores_gemma":[0.9920827,0.004352598,0.001845135,0.0004796572,0.000343566,0.0008963236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9911724,0.003243278,0.0005329902,0.0005808084,0.000747014,0.00002241529,0.00003432869,0.0001192771,0.0001902226,0.0001198238,0.0001813795,0.003056185],"study_design_scores_gemma":[0.9562651,0.04109161,0.0006484286,0.00008487289,0.0006526673,0.00001480495,0.00002741344,0.0005077827,0.0001268019,0.0002868728,0.0002813386,0.00001234644],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.964455,0.009252376,0.001829602,0.001843948,0.002711439,0.01698636,0.0006494905,0.0001054155,0.002166267],"genre_scores_gemma":[0.9677557,0.00227467,0.003549814,0.001787847,0.001802743,0.020387,0.0003710978,0.0000165933,0.00205449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00729965,"threshold_uncertainty_score":0.03405696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03388491872618798,"score_gpt":0.3159407752461225,"score_spread":0.2820558565199345,"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."}}