{"id":"W2778482830","doi":"10.1016/j.surg.2017.10.001","title":"Palliative care and active disease management are synergistic in modern surgical oncology","year":2017,"lang":"en","type":"article","venue":"Surgery","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; Mount Sinai Hospital; University of British Columbia; University of Toronto","funders":"","keywords":"Medicine; Vignette; Palliative care; Surgical oncology; Disease; Oncology; Intensive care medicine; Nursing; Internal medicine","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":[0.0001043308,0.0001248413,0.0004695515,0.0001192407,0.00006998301,0.00001047421,0.00006171781,0.00006429832,0.00002184185],"category_scores_gemma":[0.0002837627,0.0001076306,0.00009207155,0.00004362306,0.000178605,0.00006281152,0.0000892607,0.0001147096,0.000004684017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001296771,"about_ca_system_score_gemma":0.00008513997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007973093,"about_ca_topic_score_gemma":0.00007741508,"domain_scores_codex":[0.9991399,0.00005598935,0.0001953598,0.0002488372,0.0001624259,0.0001974656],"domain_scores_gemma":[0.9988519,0.0004285026,0.0001701472,0.0002995978,0.00008708615,0.0001627863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009834359,0.0001276031,0.8570748,0.0005981519,0.0001164326,0.004695786,0.001708349,0.000006092644,0.000009760936,0.0002743245,0.0003471488,0.1340581],"study_design_scores_gemma":[0.001128496,0.00005566594,0.9631409,0.001946336,0.000134598,0.00000156266,0.003767571,0.0001174039,0.0002078493,0.0005182498,0.0288161,0.0001652738],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973967,0.005090239,0.00002716016,0.0006245457,0.0001823177,0.0002103804,0.00005093139,0.00001655396,0.01983084],"genre_scores_gemma":[0.9941562,0.005271661,0.0001029754,0.00006609392,0.00008221941,0.00003432333,0.00003306407,0.00001186911,0.0002415374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1338928,"threshold_uncertainty_score":0.4389048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1435276370628925,"score_gpt":0.4317862491215415,"score_spread":0.2882586120586491,"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."}}