{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001420679,0.000238873,0.000573863,0.0001695274,0.00005362957,0.00004321913,0.00008087965,0.0005898154,0.0002410153],"category_scores_gemma":[0.0005011061,0.0002234561,0.0001369041,0.0001339043,0.00009403987,0.00005156948,0.00004431785,0.0007066744,0.00005366635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005583281,"about_ca_system_score_gemma":0.000415214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000187753,"about_ca_topic_score_gemma":0.00002149382,"domain_scores_codex":[0.9985099,0.00006174827,0.0005220278,0.0003778442,0.0001959292,0.0003325944],"domain_scores_gemma":[0.9992051,0.0001909911,0.0001191556,0.0003054756,0.00009147088,0.00008778425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000307439,0.0001227695,0.003314531,0.001986008,0.0003029194,0.004978439,0.0004955687,0.000004925324,0.0005537027,0.001080513,0.9554177,0.03143547],"study_design_scores_gemma":[0.0007181877,0.0004034829,0.02793672,0.003312882,0.0007851173,0.0001711438,0.0003195771,0.0006278481,0.0006385776,0.001910496,0.9623216,0.0008543303],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2364333,0.02289904,0.0005554798,0.7132978,0.003544126,0.004113276,0.0008171501,0.0005416132,0.01779826],"genre_scores_gemma":[0.1366147,0.009009086,0.001614997,0.8022834,0.02005875,0.0008058239,0.007623704,0.0004104302,0.02157908],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09981854,"threshold_uncertainty_score":0.9112273,"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."}}