{"id":"W4415742911","doi":"10.1016/j.pan.2025.07.225","title":"PancreOS: A network of registries on Pancreatic Cancer","year":2025,"lang":"en","type":"article","venue":"Pancreatology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Pancreatic cancer; MEDLINE; Cancer; CA19-9; Pancreatic disease","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":[0.0003749454,0.0002275887,0.00140635,0.0001761687,0.0001145981,0.000005784478,0.0001758972,0.0002815558,0.0005101932],"category_scores_gemma":[0.0007602228,0.0001835046,0.0001552436,0.0006299336,0.0005625677,0.00002631366,0.00007487114,0.0003459566,0.00005352936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001410541,"about_ca_system_score_gemma":0.0008745039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007792028,"about_ca_topic_score_gemma":0.00008783367,"domain_scores_codex":[0.998047,0.000202927,0.0005297519,0.0003983077,0.0002298714,0.0005921311],"domain_scores_gemma":[0.9978584,0.0009794536,0.0001581738,0.0006301176,0.0002396238,0.0001342281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002008034,0.0002070835,0.9077114,0.0003646122,0.0007900251,0.00008746104,0.00008226388,0.00001078297,0.0004828926,0.05363734,0.02944552,0.005172577],"study_design_scores_gemma":[0.006711185,0.001967858,0.8843639,0.002192169,0.003027806,0.0002031449,0.0003188415,0.0006214888,0.004622876,0.01172943,0.08384959,0.0003917014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8678696,0.00552669,0.000452194,0.004810919,0.000273287,0.0006456493,0.00002155355,0.0000821686,0.1203179],"genre_scores_gemma":[0.9811545,0.002535962,0.001345451,0.001546485,0.0001741637,0.0002787031,0.0000245059,0.00002050011,0.01291974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1132849,"threshold_uncertainty_score":0.7483101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02887539076633595,"score_gpt":0.3722121611332171,"score_spread":0.3433367703668811,"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."}}