{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002623457,0.00006649743,0.0002876293,0.00004904794,0.00003098685,0.000004044316,0.00001479694,0.0000660965,0.00001305743],"category_scores_gemma":[0.00002520096,0.00004653193,0.00003017751,0.00002793095,0.0001975477,0.00003624188,0.00000649128,0.00008639811,3.220313e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005285432,"about_ca_system_score_gemma":0.0001267883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002337565,"about_ca_topic_score_gemma":0.0000156135,"domain_scores_codex":[0.9992294,0.00003290405,0.0003249431,0.0001863726,0.0001145795,0.0001117833],"domain_scores_gemma":[0.9995272,0.0002352691,0.00003070803,0.00003830824,0.00009463236,0.00007388986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002353424,0.0001580001,0.9916035,0.0002140383,0.0002497025,7.137144e-7,0.0001785483,0.00002679224,0.00001061965,0.0003656431,0.00001713014,0.00482189],"study_design_scores_gemma":[0.003166505,0.0009868174,0.9247307,0.00009900451,0.0002720594,0.000003982472,0.000006929161,0.07018135,0.000005146183,0.0003816732,0.0001413452,0.00002447592],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646555,0.0001137714,0.03391213,0.0007902684,0.0000550265,0.0003516929,0.00007569848,0.00001124057,0.00003471885],"genre_scores_gemma":[0.9863088,0.0000988473,0.0131839,0.00006027237,0.00004959746,0.00007624269,0.0001255621,0.000006878518,0.00008989387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07015456,"threshold_uncertainty_score":0.1897517,"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."}}