{"id":"W2799740539","doi":"10.3332/ecancer.2018.826","title":"Cancer treatment in the last 6 months of life: when inaction can outperform action","year":2018,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba; University of Manitoba","funders":"","keywords":"Medicine; Life expectancy; Context (archaeology); Cancer; Cancer treatment; Intensive care medicine; Internal medicine; Population; Environmental health","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":[0.0002903664,0.00009403387,0.0002410893,0.00009039921,0.00005846615,0.000004629275,0.000142433,0.00005490792,0.0002450447],"category_scores_gemma":[0.000294323,0.00005560211,0.00004456624,0.0003875665,0.0006460792,0.00008269938,0.00001606588,0.00009402876,0.000005076813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004716981,"about_ca_system_score_gemma":0.0006538696,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01066744,"about_ca_topic_score_gemma":0.01348835,"domain_scores_codex":[0.9988678,0.00003823088,0.0002515996,0.0001899198,0.0004556771,0.0001967487],"domain_scores_gemma":[0.9993497,0.00009717163,0.0001310682,0.0002069062,0.0001194392,0.00009576287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003683759,0.0004772807,0.7416693,0.0001557744,0.00006288471,0.000008575344,0.03606617,0.00001670897,0.01062819,0.0002163757,0.00493671,0.2053936],"study_design_scores_gemma":[0.0032969,0.002946241,0.7459114,0.001671871,0.0001265384,0.00001000595,0.01673747,0.002237592,0.07811718,0.0002891888,0.1484115,0.0002441536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990583,0.0008700736,0.00009854968,0.003072323,0.0004318345,0.0002540252,0.00001116755,0.00001132817,0.004667699],"genre_scores_gemma":[0.9964015,0.002163528,0.0001885601,0.00055555,0.0004254549,0.00006617459,0.000002892591,0.000004692743,0.0001916882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2051495,"threshold_uncertainty_score":0.9959206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.131420658555341,"score_gpt":0.4370111436517878,"score_spread":0.3055904850964468,"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."}}