{"id":"W2412646413","doi":"10.1016/s1055-3207(18)30092-9","title":"The Palliative Uses of Radiation Therapy in Surgical Oncology Patients","year":2001,"lang":"en","type":"article","venue":"Surgical Oncology Clinics of North America","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Radiation therapy; Lung cancer; Radiation oncologist; Radiobiology; Spinal cord compression; Radiation oncology; Palliative care; Cancer; Adverse effect; Radiation Therapist; Intensive care medicine; Medical physics; Oncology; Spinal cord; Radiology; 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":[0.0004906845,0.00007407405,0.0001423223,0.0005644323,0.0004957902,0.0004844557,0.0001912434,0.0003626601,0.002583663],"category_scores_gemma":[0.005497319,0.00008743727,0.0001883941,0.0006744447,0.0004358738,0.0005147517,0.0003131689,0.0004238427,0.0001398725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007325631,"about_ca_system_score_gemma":0.0008739675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003040781,"about_ca_topic_score_gemma":0.01417829,"domain_scores_codex":[0.9994406,0.0003594263,0.00003050901,0.00002206979,0.00009422817,0.00005318872],"domain_scores_gemma":[0.9973899,0.001258516,0.0007608918,0.00003401729,0.0002246767,0.000331987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001097542,0.0001833579,0.8215977,0.0004528429,0.0001159817,0.003972884,0.003754532,0.0004461152,0.001636613,0.003514797,0.006098326,0.1571293],"study_design_scores_gemma":[0.00003283079,0.000548452,0.9671527,0.0002575979,0.00008421764,0.0104915,0.005655936,0.0002472168,0.0002512374,0.00112465,0.01413944,0.00001412614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9107153,0.04879567,0.0001594423,0.00974789,0.0001070968,0.00002054197,0.0002867181,0.000005739928,0.03016158],"genre_scores_gemma":[0.9866714,0.0120456,0.00007724261,0.0005996252,0.0001211538,0.000006955561,0.00005186837,0.000002087293,0.0004240446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003040781,"threshold_uncertainty_score":0.00864315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04139552519505811,"score_gpt":0.3835778983225533,"score_spread":0.3421823731274952,"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."}}