{"id":"W2757897766","doi":"10.1016/j.ijrobp.2017.06.1561","title":"Patterns of Referral for Palliative Radiation Therapy","year":2017,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Referral; Radiation therapy; Palliative care; Lung cancer; Cancer; Medical record; Family medicine; Emergency medicine; Internal medicine; Nursing","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":[0.001033337,0.0001604647,0.0003477265,0.002167239,0.0009245741,0.001128572,0.000904882,0.000809585,0.007658246],"category_scores_gemma":[0.009348862,0.0002632283,0.0005047098,0.002721831,0.0005390183,0.0007341558,0.001357522,0.0008977627,0.000879238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001205727,"about_ca_system_score_gemma":0.001149975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007841093,"about_ca_topic_score_gemma":0.01381821,"domain_scores_codex":[0.9975377,0.0007474346,0.0004288016,0.0003576263,0.0003875147,0.0005408835],"domain_scores_gemma":[0.9904778,0.002485961,0.004216388,0.0003215839,0.001273576,0.001224631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009999425,0.00004125093,0.9909526,0.00003470088,0.00002690149,0.0004884302,0.0008004493,0.000124072,0.0006009184,0.0002491896,0.0006524232,0.005929087],"study_design_scores_gemma":[0.000008515489,0.0001196745,0.9816766,0.000162236,0.00002523035,0.007480386,0.006590161,0.0008166364,0.0003559581,0.00047861,0.002256218,0.00002982522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893448,0.001200871,0.0005328008,0.001038229,0.00002148924,0.0000444709,0.0007606779,0.00003278365,0.007023939],"genre_scores_gemma":[0.9983647,0.0003858331,0.0003186247,0.0001589259,0.00001297956,0.00001410698,0.0002536129,0.00002362655,0.0004676169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007841093,"threshold_uncertainty_score":0.02561939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06695326113837469,"score_gpt":0.4037291044974536,"score_spread":0.3367758433590789,"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."}}