{"id":"W4394765836","doi":"10.1245/s10434-024-15202-2","title":"ASO Visual Abstract: Very Early Recurrence After Curative Resection for Pancreatic Ductal Adenocarcinoma: Proof of Concept for a “Biologic R2 Definition”","year":2024,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Surgical oncology; Pancreatic ductal adenocarcinoma; Proof of concept; Adenocarcinoma; General surgery; Resection; Surgical resection; Internal medicine; Oncology; Surgery; Pancreatic cancer; Cancer","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":[0.009734881,0.0007599059,0.001242409,0.0009375075,0.000638617,0.003395836,0.001867681,0.002474924,0.03749109],"category_scores_gemma":[0.03576574,0.000266323,0.0019023,0.0004629132,0.001421666,0.001507421,0.0015701,0.003613849,0.009047322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0013309,"about_ca_system_score_gemma":0.002176006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001419156,"about_ca_topic_score_gemma":0.002046108,"domain_scores_codex":[0.9958016,0.001778905,0.0003325333,0.0005617317,0.001278165,0.0002470459],"domain_scores_gemma":[0.9590521,0.02383415,0.003386366,0.002022979,0.007352346,0.004352027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.01637098,0.0004111384,0.01211342,0.004787319,0.0006706881,0.0004657526,0.0001480385,0.0007929827,0.002758252,0.01031838,0.7294829,0.2216801],"study_design_scores_gemma":[0.008976023,0.007028664,0.06657217,0.007755457,0.003079909,0.002554607,0.0004383269,0.003721975,0.006765571,0.04453527,0.8482183,0.0003535857],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.04359471,0.07880902,0.03930715,0.3192785,0.2362403,0.004076826,0.03301327,0.001568553,0.2441117],"genre_scores_gemma":[0.4127247,0.02724401,0.02752434,0.16848,0.2322333,0.002990314,0.02466385,0.001639531,0.1025],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03749109,"threshold_uncertainty_score":0.1254202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1475994107046574,"score_gpt":0.4397767861449036,"score_spread":0.2921773754402462,"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."}}