{"id":"W3130629772","doi":"10.1136/gutjnl-2021-324338","title":"Artificial intelligence in EUS for autoimmune pancreatitis: bias and real life","year":2021,"lang":"en","type":"letter","venue":"Gut","topic":"IgG4-Related and Inflammatory Diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Endoscopic ultrasound; Autoimmune pancreatitis; Pancreatitis; Malignancy; Medicine; Radiology; Pancreatic cancer; Convolutional neural network; Pathology; Cancer; Computer science; Internal medicine; Artificial intelligence","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":[0.006221779,0.0004042743,0.0005567775,0.0009256256,0.0004741247,0.002435349,0.001109493,0.00611701,0.001304782],"category_scores_gemma":[0.03746532,0.0002154162,0.0004662546,0.0003711975,0.003282992,0.003934359,0.0008171849,0.006866746,0.001140891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001487896,"about_ca_system_score_gemma":0.0004712808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005992848,"about_ca_topic_score_gemma":0.001059907,"domain_scores_codex":[0.9964533,0.002203054,0.0003008038,0.000222509,0.0007094895,0.0001109293],"domain_scores_gemma":[0.9710787,0.02547271,0.0006851989,0.0005781851,0.001753659,0.0004315168],"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":[0.0004524214,0.0001187285,0.0178961,0.001751167,0.0003171345,0.01741232,0.001657665,0.002887526,0.002530949,0.06261243,0.429944,0.4624195],"study_design_scores_gemma":[0.0001818086,0.0004897286,0.01018185,0.003644299,0.0001943702,0.06476735,0.002077174,0.04021454,0.003285134,0.3410046,0.5336806,0.0002785212],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007178085,0.05090563,0.006713858,0.9225617,0.007536463,0.00001461246,0.0000292716,0.00009259691,0.004967785],"genre_scores_gemma":[0.3941616,0.06777703,0.0227505,0.4151666,0.09202179,0.0001544172,0.00006406035,0.0001793302,0.007724685],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.006221779,"threshold_uncertainty_score":0.03290433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05608908879063081,"score_gpt":0.2899887403104848,"score_spread":0.233899651519854,"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."}}