{"id":"W4388517429","doi":"10.1055/s-0043-1765353","title":"Real-Time Computer-Aided Detection of Colorectal Neoplasia during Colonoscopy: Systematic review and meta-analysis","year":2023,"lang":"en","type":"article","venue":"Endoscopy","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ted Rogers Centre for Heart Research","funders":"","keywords":"Medicine; Colonoscopy; Meta-analysis; Colorectal cancer; Medical physics; Internal medicine; Cancer","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":[0.0004443628,0.0001878452,0.00192557,0.0003876297,0.00009300702,0.0000165542,0.00005890862,0.00007592291,0.0001055538],"category_scores_gemma":[0.0001268618,0.0001520063,0.0005228906,0.001643834,0.00004508669,0.00006528771,0.00005082131,0.0001254011,0.00004892919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000739986,"about_ca_system_score_gemma":0.00003220874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002021847,"about_ca_topic_score_gemma":0.00005389011,"domain_scores_codex":[0.9985018,0.0001695372,0.0005243966,0.0003297321,0.0002719321,0.0002025985],"domain_scores_gemma":[0.9990136,0.00020112,0.0002780135,0.0002934616,0.0001046339,0.0001091435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.005591442,0.0001870709,0.001518253,0.4227161,0.2141346,0.0001549753,0.001039457,0.0003104546,0.3539293,0.00001770537,0.0003158314,0.0000848058],"study_design_scores_gemma":[0.001297757,0.004068283,0.0145484,0.002349623,0.8050268,0.0001148621,0.00006628149,0.008844761,0.1633309,0.00001241659,0.000007572943,0.0003323344],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923294,0.004713235,0.0004011785,0.0001652891,0.0000776933,0.001772084,0.00001931901,0.000348257,0.0001735903],"genre_scores_gemma":[0.9967607,0.001066132,0.001031889,0.00005240243,0.00003046199,0.0003607252,0.00002010461,0.00002288481,0.0006547372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5908922,"threshold_uncertainty_score":0.6198638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02086602426272775,"score_gpt":0.2862887954436496,"score_spread":0.2654227711809218,"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."}}