{"id":"W4415742990","doi":"10.1016/j.pan.2025.07.315","title":"Pancreatic fibrosis grading with artificial intelligence: a single-center experience","year":2025,"lang":"en","type":"article","venue":"Pancreatology","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Grading (engineering); Fibrosis; Pancreatic disease; Pancreatic cyst; Pancreas","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":[0.002039108,0.0006742844,0.0007968932,0.0006412382,0.0007004587,0.0009839818,0.0006725659,0.0005664085,0.001791148],"category_scores_gemma":[0.002698766,0.000239369,0.0008252021,0.0007398352,0.0006459394,0.0007212173,0.001105573,0.0008448037,0.0007799051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005595498,"about_ca_system_score_gemma":0.0007011907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009304361,"about_ca_topic_score_gemma":0.00152541,"domain_scores_codex":[0.999196,0.0003171141,0.00008006453,0.0001930237,0.0001057704,0.0001080747],"domain_scores_gemma":[0.9981505,0.0004724173,0.0001362537,0.0003098376,0.0002325821,0.0006982755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003973244,0.01662486,0.5036545,0.0003181431,0.000654021,0.009525905,0.005388464,0.007098922,0.009736856,0.0004789919,0.003894572,0.4386515],"study_design_scores_gemma":[0.001630641,0.03823773,0.8500952,0.0003229597,0.0006857375,0.03830831,0.008563707,0.03022693,0.01781474,0.002039086,0.01171593,0.0003589973],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954058,0.0004285433,0.002760818,0.00009250898,0.00001711572,0.00007702997,0.00009474307,0.00003288433,0.001090569],"genre_scores_gemma":[0.9920073,0.0007765792,0.00580868,0.0001482952,0.00005187393,0.00005313914,0.0004510084,0.00004586611,0.0006572944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002039108,"threshold_uncertainty_score":0.01078397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03022890510383446,"score_gpt":0.3018452508739732,"score_spread":0.2716163457701387,"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."}}