{"id":"W4415613941","doi":"10.1177/00031348251393930","title":"Incidence and Outcomes of Metastatic Patterns of Pancreatic Ductal Adenocarcinoma","year":2025,"lang":"en","type":"article","venue":"The American Surgeon","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Incidence (geometry); Lymph; Lung; Metastasis; Stage (stratigraphy); Adenocarcinoma; Prostate; Survival rate","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":[0.0005164737,0.00009256582,0.0007813656,0.0001123195,0.00005173746,0.000003500335,0.0001030996,0.00001374646,0.00002367082],"category_scores_gemma":[0.0005636963,0.00005612243,0.00006872426,0.0002566412,0.0007228963,0.00002020481,0.00007992051,0.0001005986,0.000002173747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002354023,"about_ca_system_score_gemma":0.0001829971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002857757,"about_ca_topic_score_gemma":0.00006472804,"domain_scores_codex":[0.9989761,0.0001550527,0.0003301431,0.0001288403,0.0002147407,0.000195094],"domain_scores_gemma":[0.997626,0.001688103,0.0002043588,0.000325379,0.00009730927,0.00005883211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002611461,0.00005500599,0.993099,0.000121152,0.0003685012,0.00001842533,0.0001722802,1.389101e-7,0.001152795,0.0004909009,0.00006336345,0.004197227],"study_design_scores_gemma":[0.0004369351,0.0003247068,0.9964581,0.00009305649,0.0004043552,0.00002463708,0.001159177,0.0001017401,0.0006383065,0.0002865951,0.00003204652,0.00004033293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968529,0.0009922811,0.0001706728,0.001022712,0.00002303865,0.0002302264,0.000008587539,0.000008860032,0.0006907251],"genre_scores_gemma":[0.9973423,0.0008727544,0.0003311297,0.000127215,0.000005341193,0.00001654595,0.000002122611,0.000006150254,0.001296445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004156894,"threshold_uncertainty_score":0.4320093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02235810402003863,"score_gpt":0.3446782855512798,"score_spread":0.3223201815312411,"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."}}