{"id":"W2541662183","doi":"10.3747/co.23.3205","title":"Predictors of Adjuvant Treatment for Pancreatic Adenocarcinoma at the Population Level","year":2016,"lang":"en","type":"article","venue":"Current Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre; University of Toronto","funders":"Institute for Clinical Evaluative Sciences; Cancer Research Society; Ontario Ministry of Health and Long-Term Care; Johns Hopkins University","keywords":"Medicine; Internal medicine; Population; Adjuvant; Cohort; Pancreatic cancer; Logistic regression; Adjuvant therapy; Oncology; Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0004261504,0.0001256829,0.0001895339,0.0004752919,0.0003222518,0.0004762021,0.0003488815,0.0002560875,0.001080992],"category_scores_gemma":[0.002825379,0.0001473518,0.0003430587,0.001141914,0.000285402,0.0001996682,0.000305927,0.0006269568,0.0001125038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001188012,"about_ca_system_score_gemma":0.001754974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09117515,"about_ca_topic_score_gemma":0.1189451,"domain_scores_codex":[0.9995751,0.00008235541,0.00004449754,0.00008281308,0.0001179028,0.00009742376],"domain_scores_gemma":[0.9975196,0.0003102876,0.001403142,0.0001277959,0.00028936,0.000349863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000139059,0.000005422125,0.9994529,0.000002751866,0.00001124595,0.00001504017,0.000008902411,0.00003150717,0.00004169717,0.000003522649,0.00005183208,0.000361236],"study_design_scores_gemma":[0.000002002629,0.00001770121,0.9994718,0.000003186447,0.00001094408,0.0001005656,0.00005229857,0.0001479496,0.00002842182,0.00001247861,0.0001513942,0.000001265193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981838,0.0003878233,0.0001154137,0.0001879812,0.00000575234,0.000006750503,0.0006652536,0.000005781692,0.0004414615],"genre_scores_gemma":[0.9995059,0.00009339876,0.00005064625,0.00001582214,0.000006100345,0.000002902004,0.0002841714,0.000001147126,0.00003986754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09117515,"threshold_uncertainty_score":0.1812889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2383256282296733,"score_gpt":0.4483431655313971,"score_spread":0.2100175373017238,"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."}}