{"id":"W2125803234","doi":"10.1016/j.clon.2008.04.013","title":"Palliative Radiotherapy for Women with Breast Cancer","year":2008,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Cancer Foundation","funders":"","keywords":"Medicine; Radiation therapy; Residence; Breast cancer; Receipt; Logistic regression; Cancer; Population; Palliative care; Family medicine; Demography; Environmental health; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001432327,0.0001434081,0.0003705806,0.00001325586,0.0001039836,0.000002302345,0.0001162887,0.0001941133,0.00005877018],"category_scores_gemma":[0.0000459101,0.000102526,0.00008455003,0.0000486607,0.0004315314,0.00000208858,0.00003581544,0.00008228647,0.000004356238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001373101,"about_ca_system_score_gemma":0.0004072583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002673792,"about_ca_topic_score_gemma":0.0001368576,"domain_scores_codex":[0.9989449,0.00007402415,0.0002523517,0.0003787494,0.00005865769,0.0002913275],"domain_scores_gemma":[0.9992722,0.0001562367,0.0001339463,0.000191953,0.0001342231,0.0001114821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01514673,0.001362948,0.8262557,0.00002172863,0.002412932,0.00003637548,0.0006595999,0.00004421691,0.001922914,0.00007882444,0.03123423,0.1208238],"study_design_scores_gemma":[0.005607208,0.00315161,0.7421487,0.00000607532,0.00003122088,0.0000501118,0.00008787772,0.000005828004,0.0002695089,0.0000433139,0.2484298,0.0001687447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920639,0.001061869,0.000829076,0.004440886,0.0003536527,0.0003556532,0.0001367493,0.00001855161,0.0007396048],"genre_scores_gemma":[0.9867096,0.004002481,0.002664628,0.003171594,0.001422962,0.0008025481,0.00002608137,0.00003044842,0.001169656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2171956,"threshold_uncertainty_score":0.4180891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06111086462625091,"score_gpt":0.4128541968456377,"score_spread":0.3517433322193868,"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."}}