{"id":"W2899361884","doi":"10.1002/cam4.1841","title":"A real‐world, population‐based study of patterns of referral, treatment, and outcomes for advanced pancreatic cancer","year":2018,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Referral; Pancreatic cancer; Cancer; Logistic regression; Comorbidity; Population; Internal medicine; Cohort; Retrospective cohort study; Emergency medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007526395,0.0002489532,0.0002664611,0.001231125,0.0009179023,0.0009345717,0.0007570119,0.000460117,0.0008153096],"category_scores_gemma":[0.002654041,0.0003079362,0.0003337229,0.003989588,0.0005965542,0.0004170339,0.0005426805,0.0005623598,0.0001467557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005454241,"about_ca_system_score_gemma":0.004979384,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7006201,"about_ca_topic_score_gemma":0.7491266,"domain_scores_codex":[0.9990188,0.0001657642,0.00008241357,0.0001893069,0.0003266625,0.0002170437],"domain_scores_gemma":[0.9973115,0.0002865107,0.001163516,0.0001626098,0.0006253195,0.0004504531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001273401,0.00001097927,0.9993611,0.000005218126,0.00001739304,0.00002079246,0.00005541531,0.00002816623,0.00002890017,0.000005401654,0.0001086843,0.0003453025],"study_design_scores_gemma":[0.000003008242,0.00001439302,0.9993981,0.000004855383,0.000008968414,0.00006772771,0.0002455336,0.0001179341,0.000009520397,0.000006486096,0.0001210409,0.000002471906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976969,0.0002282775,0.00008401537,0.0001083476,0.000004818915,0.00001808128,0.00147812,0.000005787907,0.0003755779],"genre_scores_gemma":[0.9987782,0.0001139618,0.00009924041,0.00004724908,0.0000061081,0.00000954651,0.000866651,0.000001610587,0.00007752349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7006201,"threshold_uncertainty_score":0.6022861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1088866416358765,"score_gpt":0.4724044207729212,"score_spread":0.3635177791370446,"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."}}