{"id":"W4387485175","doi":"10.1016/s2468-1253(23)00309-6","title":"Integrating artificial intelligence into endoscopy training: opportunities, challenges, and strategies","year":2023,"lang":"en","type":"article","venue":"The Lancet. Gastroenterology & hepatology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; St. Michael's Hospital","funders":"","keywords":"Medicine; Training (meteorology); Endoscopy; MEDLINE; Artificial intelligence; Surgery; Computer science","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":[0.0395069,0.0009409614,0.001154193,0.001605193,0.001702484,0.01186729,0.003522767,0.01061117,0.01210597],"category_scores_gemma":[0.03208746,0.0005379213,0.000818369,0.001089303,0.007666581,0.01154349,0.009853308,0.0104082,0.003500413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00364617,"about_ca_system_score_gemma":0.01755244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005448564,"about_ca_topic_score_gemma":0.009338503,"domain_scores_codex":[0.9916874,0.004988058,0.0002962645,0.0005516665,0.001379278,0.001097441],"domain_scores_gemma":[0.9359418,0.04089686,0.00232437,0.001861404,0.007588447,0.01138718],"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":[0.000385367,0.0009783211,0.005467764,0.00398688,0.0002150296,0.0002371643,0.001158235,0.002736117,0.0008100703,0.09039768,0.2045571,0.6890702],"study_design_scores_gemma":[0.0003773356,0.0009453644,0.007877248,0.01766345,0.0001345224,0.0005131743,0.009560972,0.006910971,0.0009227555,0.3689747,0.585877,0.0002424771],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.002014485,0.1227592,0.005692197,0.8518394,0.002887447,0.00005068261,0.00005279927,0.0001622046,0.01454164],"genre_scores_gemma":[0.1998534,0.4562485,0.04239316,0.2664338,0.02131034,0.0005415085,0.0002976563,0.0001493109,0.01277246],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0395069,"threshold_uncertainty_score":0.208935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1639688384979745,"score_gpt":0.3311541984444312,"score_spread":0.1671853599464568,"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."}}