{"id":"W4404903801","doi":"10.14309/ctg.0000000000000774","title":"Development and Validation of a Survival Prediction Model for Patients With Pancreatic Cancer","year":2024,"lang":"en","type":"article","venue":"Clinical and Translational Gastroenterology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; Public Health Ontario; Toronto General Hospital; McMaster University; Ottawa Hospital; University Health Network; Health Sciences Centre; Sunnybrook Health Science Centre; University of Ottawa; Institute for Clinical Evaluative Sciences; Bruyère; University of Toronto","funders":"Canadian Institutes of Health Research; American College of Gastroenterology","keywords":"Medicine; Cohort; Proportional hazards model; Internal medicine; Stage (stratigraphy); Concordance; Pancreatic cancer; Retrospective cohort study; Performance status; Cancer; Survival analysis; Clinical trial; 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":[0.004410578,0.0006383373,0.0005316976,0.0009780416,0.0004800103,0.001029079,0.0009158641,0.0003931794,0.0008543301],"category_scores_gemma":[0.009376109,0.0002822288,0.0006498759,0.0006272736,0.0002601783,0.0002833083,0.0007234308,0.0005746525,0.000260879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002206372,"about_ca_system_score_gemma":0.004774041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08019642,"about_ca_topic_score_gemma":0.05000665,"domain_scores_codex":[0.9992706,0.0002887588,0.00006384422,0.0001551297,0.0001419241,0.00007978299],"domain_scores_gemma":[0.9964848,0.001902925,0.0003915509,0.0001578998,0.0009164786,0.0001463855],"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":[0.0005263938,0.0002679899,0.838362,0.00007785841,0.0003088031,0.0001894626,0.0001775694,0.1049903,0.0006850878,0.0003402345,0.002700065,0.05137409],"study_design_scores_gemma":[0.00009278373,0.0002136772,0.09479137,0.00004610933,0.0001656344,0.000156057,0.00008167803,0.9021299,0.0006578025,0.0004708753,0.00117563,0.00001839947],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.948789,0.0002684181,0.04613056,0.0006162736,0.00004943166,0.0002510471,0.002342963,0.0003942444,0.001158093],"genre_scores_gemma":[0.9847775,0.00008805062,0.01258201,0.00003986323,0.00001486494,0.0001075793,0.002046854,0.00001168009,0.0003316537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08019642,"threshold_uncertainty_score":0.1594592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06772188826906962,"score_gpt":0.3760312823744594,"score_spread":0.3083093941053898,"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."}}