{"id":"W4328051220","doi":"10.1016/j.giec.2022.12.001","title":"Artificial Intelligence in Pediatric Endoscopy","year":2023,"lang":"en","type":"review","venue":"Gastrointestinal Endoscopy Clinics of North America","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; The Wilson Centre; University of Toronto","funders":"","keywords":"Medicine; Endoscopy; General surgery; Medical physics; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005578646,0.0006564985,0.002987599,0.001166161,0.00005554931,0.00002152278,0.0004046786,0.0001552427,0.00005545697],"category_scores_gemma":[0.003894983,0.000617385,0.0009080473,0.003239705,0.0002491758,0.00006456041,0.0001964576,0.001542841,0.0003766891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002154134,"about_ca_system_score_gemma":0.001354068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002369664,"about_ca_topic_score_gemma":0.0002321745,"domain_scores_codex":[0.9949761,0.0002572737,0.00254577,0.0009131295,0.0005955929,0.0007121027],"domain_scores_gemma":[0.9949084,0.002415419,0.001480269,0.0006674692,0.0002107382,0.0003177098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001403982,0.0002288689,0.004043628,0.009430695,0.00004560863,0.0002552354,0.00002031639,0.00005711423,2.825749e-7,0.000005793994,0.00006885009,0.9844396],"study_design_scores_gemma":[0.003530686,0.1429442,0.02171806,0.2610195,0.02114544,0.01250809,0.000639355,0.007230066,0.00003322117,0.001338385,0.5198751,0.008017923],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001108317,0.9868017,0.008054331,0.00005415527,0.0008684906,0.001973793,0.0001990992,0.0004243537,0.0005157618],"genre_scores_gemma":[0.0003243725,0.9697177,0.0285864,0.00003295885,0.0007506084,0.0001713392,0.0002064591,0.0001327088,0.00007739951],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9764217,"threshold_uncertainty_score":0.9996278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08470968540414503,"score_gpt":0.3849063371817832,"score_spread":0.3001966517776382,"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."}}