{"id":"W2887164775","doi":"10.1002/jso.25060","title":"Initiation of adjuvant therapy following surgical resection of pancreatic ductal adenocarcinoma (PDAC): Are patients from rural, remote areas disadvantaged?","year":2018,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada); Ottawa Hospital","funders":"","keywords":"Medicine; Disadvantaged; Pancreatic cancer; Multivariate analysis; Logistic regression; Internal medicine; Pancreatic ductal adenocarcinoma; Pancreatectomy; Rural area; Residence; Oncology; Proportional hazards model; Hazard ratio; Cancer; Demography; Pancreas; Pathology","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":[0.001142037,0.0002092996,0.001780873,0.0003292777,0.00008998818,0.000006560349,0.0001891614,0.0003848341,0.0006432164],"category_scores_gemma":[0.0004913302,0.0001473729,0.0004729523,0.0003465219,0.0004945389,0.0001878423,0.00006682816,0.0005930563,0.00001231876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003210984,"about_ca_system_score_gemma":0.0004941958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001662924,"about_ca_topic_score_gemma":0.00002301018,"domain_scores_codex":[0.9963636,0.0007068011,0.001491813,0.0002147381,0.0008621404,0.0003608653],"domain_scores_gemma":[0.995527,0.001553396,0.00135407,0.0002564949,0.001010895,0.0002980871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01629864,0.001323904,0.9674923,0.00004833675,0.000740951,0.001927767,0.0005529819,8.573654e-7,0.002731238,0.00003890125,0.0003522113,0.008491935],"study_design_scores_gemma":[0.02249523,0.02169113,0.9437433,0.0007138728,0.000715171,0.001276629,0.0009755123,0.0001856466,0.002360094,0.0007490332,0.004923026,0.0001713468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933559,0.0018096,0.00007405833,0.0008497395,0.0005906766,0.0003495202,0.00002001744,0.000009288678,0.00294123],"genre_scores_gemma":[0.9943222,0.003597456,0.000949451,0.00005049945,0.0009302729,0.000003026911,0.00003229124,0.00002318773,0.00009155924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02374896,"threshold_uncertainty_score":0.7042768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03779372554511918,"score_gpt":0.3638839531552692,"score_spread":0.32609022761015,"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."}}