{"id":"W4323351252","doi":"10.1093/jcag/gwac036.056","title":"A56 DEVELOPMENT OF A PROGNOSTIC SURVIVAL MODEL FOR PATIENTS DIAGNOSED WITH PANCREATIC CANCER IN ONTARIO","year":2023,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Bruyère; Health Sciences Centre; Sunnybrook Health Science Centre; Institute for Clinical Evaluative Sciences; University Health Network; University of Toronto; Ottawa Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Pancreatic cancer; Cancer; Internal medicine; Proportional hazards model; Cancer registry; Cohort; Stage (stratigraphy); Survival analysis; Oncology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001032441,0.0005289307,0.000422931,0.0008472242,0.0007655318,0.0007752772,0.001115043,0.0003414817,0.002431022],"category_scores_gemma":[0.003105518,0.0002886045,0.0007914195,0.000779762,0.0002738151,0.0002792679,0.0007317812,0.0004857254,0.0003433787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007589662,"about_ca_system_score_gemma":0.008508527,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7604178,"about_ca_topic_score_gemma":0.657384,"domain_scores_codex":[0.9997208,0.00006243318,0.00001737545,0.0000753093,0.00004773853,0.00007624608],"domain_scores_gemma":[0.9989061,0.0003672534,0.0001812859,0.00004555134,0.0003816623,0.0001181399],"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":[0.0006143759,0.0001635902,0.7476028,0.0001135982,0.0002654666,0.0006469323,0.0004119836,0.2005098,0.0009277073,0.002081543,0.01228061,0.03438154],"study_design_scores_gemma":[0.00009627478,0.00007840554,0.09875836,0.00003297544,0.0001082964,0.0001085776,0.0001949075,0.894968,0.0002165418,0.001244498,0.004166091,0.00002722317],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9317681,0.0003797368,0.04244786,0.002953142,0.00007975353,0.0003514452,0.01681326,0.0004714984,0.004735301],"genre_scores_gemma":[0.9834342,0.0001517874,0.007533228,0.00007515195,0.00002314471,0.0001466775,0.006256205,0.00002129557,0.002358259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2395822,"threshold_uncertainty_score":0.4819863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02840482050668729,"score_gpt":0.2875609624726314,"score_spread":0.2591561419659441,"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."}}