{"id":"W2901666320","doi":"10.21037/apm.2018.11.02","title":"Are we better a decade later in the accuracy of survival prediction by palliative radiation oncologists?","year":2018,"lang":"en","type":"article","venue":"Annals of Palliative Medicine","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"U.S. Department of Defense","keywords":"Medicine; Intensive care medicine; Palliative care; Medical physics; Oncology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01831741,0.0003206616,0.0007553325,0.001570942,0.0007855746,0.003471642,0.00138108,0.002413843,0.004027768],"category_scores_gemma":[0.08291782,0.0003398834,0.0008872768,0.001629488,0.001597732,0.009115906,0.001825954,0.005028802,0.00125054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002550613,"about_ca_system_score_gemma":0.001920656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01531117,"about_ca_topic_score_gemma":0.01489997,"domain_scores_codex":[0.9946439,0.002008464,0.0006684441,0.001073353,0.0009394605,0.000666303],"domain_scores_gemma":[0.9375161,0.02463634,0.01447441,0.004373284,0.01434681,0.004653033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005544081,0.0001589488,0.7660927,0.0003528952,0.0002085709,0.0002696633,0.003453748,0.0004438546,0.00053343,0.001965472,0.02102236,0.204944],"study_design_scores_gemma":[0.00009545615,0.001233,0.9051099,0.002609506,0.0002711739,0.001742502,0.009281791,0.002150345,0.00106752,0.005583287,0.07064354,0.0002118773],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6259192,0.08015402,0.005816558,0.2687769,0.006158233,0.0000502535,0.002988493,0.0002084434,0.009927838],"genre_scores_gemma":[0.9362499,0.0191063,0.004202061,0.03349916,0.003356251,0.00005628848,0.001382323,0.000108483,0.002039377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01831741,"threshold_uncertainty_score":0.09687293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1597602017079139,"score_gpt":0.4261286419634305,"score_spread":0.2663684402555166,"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."}}