{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001176241,0.0008138457,0.002056431,0.003397082,0.000225521,0.001496817,0.0007642512,0.001336246,0.004454423],"category_scores_gemma":[0.002797,0.0004250922,0.001220935,0.003406442,0.0006096096,0.001526746,0.0008855023,0.002082495,0.0009369441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007463582,"about_ca_system_score_gemma":0.001926955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002869946,"about_ca_topic_score_gemma":0.005213283,"domain_scores_codex":[0.9996275,0.0001016158,0.00009090589,0.00005215767,0.00009774315,0.00003005424],"domain_scores_gemma":[0.9984837,0.001017998,0.0002341209,0.0000255969,0.0001774901,0.00006112129],"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":[0.00008011405,0.00006779785,0.0003690546,0.06060387,0.0004042448,0.0001283903,0.0000599071,0.0004758414,0.0002942523,0.001874105,0.01986174,0.9157807],"study_design_scores_gemma":[0.0001791813,0.000510296,0.006445245,0.09300885,0.002803133,0.002207875,0.0001967621,0.0008205352,0.0005409053,0.004204794,0.8889927,0.0000897085],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005283938,0.9993656,0.00005285879,0.0001019689,0.0000854079,0.000003159232,0.000007436103,0.000002903197,0.0003277349],"genre_scores_gemma":[0.0006329196,0.9986491,0.000155831,0.0002430665,0.0001267697,0.00000439429,0.00001428575,8.739042e-7,0.0001728175],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004454423,"threshold_uncertainty_score":0.01490158,"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."}}