{"id":"W2148601670","doi":"10.1093/neuonc/2.4.221","title":"Effect of disease burden on health-related quality of life in patientswith malignant gliomas","year":2000,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":191,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Quality of life (healthcare); Disease; Anaplastic astrocytoma; Radiation therapy; Cancer; Physical therapy; Glioma; Internal medicine; Glioblastoma; Astrocytoma; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004386801,0.0001679707,0.0009396036,0.000188735,0.00002227434,0.000001499934,0.00007048863,0.0001009938,0.0003447662],"category_scores_gemma":[0.000399934,0.0001209078,0.0001367709,0.0002990689,0.00008863211,0.00001939526,0.00002108074,0.0001473103,0.00003474098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001603043,"about_ca_system_score_gemma":0.0002566714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001189123,"about_ca_topic_score_gemma":0.00006424312,"domain_scores_codex":[0.9974611,0.0008974029,0.0008127874,0.000305813,0.0002622991,0.0002605806],"domain_scores_gemma":[0.9981165,0.0008845491,0.0003063945,0.0003501068,0.00003926162,0.0003031839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0305579,0.008640082,0.6831302,0.001148565,0.0002509541,0.001213634,0.001337825,0.0005501849,0.03814631,0.0003194907,0.001857143,0.2328477],"study_design_scores_gemma":[0.04047866,0.06562086,0.8519254,0.0005806706,0.0002682673,0.00002344248,0.00006023584,0.00022054,0.03538189,0.00009430102,0.005081591,0.0002641097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936396,0.0004820022,1.233061e-7,0.00382786,0.0001217155,0.000959597,0.00003351755,0.00002135951,0.0009141816],"genre_scores_gemma":[0.9990541,0.0001454228,0.000009687201,0.000651386,0.00002466939,0.00005484871,0.00003211457,0.00001806669,0.000009742702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2325836,"threshold_uncertainty_score":0.4930478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02173794360002301,"score_gpt":0.3278164074486318,"score_spread":0.3060784638486088,"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."}}