{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006279726,0.001022811,0.00159236,0.01504433,0.001104571,0.003139035,0.001724739,0.001032332,0.0113094],"category_scores_gemma":[0.02391778,0.0008754853,0.0009831463,0.03116261,0.0004399316,0.003038,0.005823233,0.001161212,0.00575095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002527031,"about_ca_system_score_gemma":0.01572658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02633749,"about_ca_topic_score_gemma":0.03020065,"domain_scores_codex":[0.9946003,0.001450382,0.001285121,0.001211183,0.0008286267,0.0006243277],"domain_scores_gemma":[0.9634637,0.005615387,0.01201153,0.003991279,0.008417957,0.006500077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009950725,0.0002816013,0.7840928,0.0007882963,0.0005555632,0.0002125867,0.0005530441,0.001066935,0.0008265266,0.003716159,0.1582167,0.04869466],"study_design_scores_gemma":[0.0009486806,0.0002467784,0.7643149,0.001178828,0.0006464815,0.001391284,0.001566306,0.00386261,0.001133094,0.002399355,0.2221958,0.0001158172],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.1420205,0.002958036,0.009941607,0.003191284,0.0003386418,0.002460794,0.8087471,0.001289683,0.02905245],"genre_scores_gemma":[0.1632425,0.003783947,0.01899778,0.001823804,0.0005443838,0.004189814,0.7986345,0.0005661538,0.008217085],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02633749,"threshold_uncertainty_score":0.05236834,"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."}}