{"id":"W2339835010","doi":"10.1016/j.hpb.2016.02.310","title":"Patterns of chemotherapy for recurrent pancreatic cancer following resection: A population-level analysis","year":2016,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Institute for Clinical Evaluative Sciences; University of Toronto","funders":"","keywords":"Medicine; Population; Internal medicine; Regimen; Cancer registry; Cohort; Chemotherapy; Surgery; Pancreatic cancer; Cancer; Logistic regression; Chemotherapy regimen","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":[0.0002787559,0.00008382218,0.0004891047,0.0001839087,0.00005074489,0.00000343801,0.00005350024,0.00006980854,0.0006734469],"category_scores_gemma":[0.0001655035,0.00005243969,0.0002557705,0.0002666925,0.0000178412,0.00003629162,0.00001089821,0.00004452552,0.000004098675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001334479,"about_ca_system_score_gemma":0.00009042571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006766896,"about_ca_topic_score_gemma":0.0005416546,"domain_scores_codex":[0.9990935,0.0000377858,0.0002621666,0.0001863416,0.0002247468,0.0001954988],"domain_scores_gemma":[0.9992347,0.0002589165,0.00008742843,0.0002271058,0.0001126735,0.00007917258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000521002,0.00007700828,0.9572512,0.00008693863,0.001380711,0.000002034551,0.0001234952,6.419662e-7,0.001086397,0.00003938856,0.0003054702,0.0391257],"study_design_scores_gemma":[0.002721015,0.0004431372,0.9926069,0.0002640603,0.001440143,0.000001881892,0.00004508493,0.001313356,0.0004196617,0.00006959467,0.0006039362,0.00007121799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629688,0.0002430531,0.03521376,0.0008186596,0.00009923404,0.0004349813,0.00005695777,0.00001570126,0.0001488565],"genre_scores_gemma":[0.9913014,0.0003100764,0.003068151,0.00009129191,0.0001598933,0.0002091874,0.00002743182,0.0000131703,0.004819395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03905449,"threshold_uncertainty_score":0.7373772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07432261410179986,"score_gpt":0.4050687136720638,"score_spread":0.330746099570264,"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."}}