{"id":"W2029534758","doi":"10.1093/neuonc/nos240","title":"CLIN-SYMPTOM MANAGEMENT/QUALITY OF LIFE","year":2012,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Institute for Cancer Research; University of Toronto","funders":"","keywords":"Quality (philosophy); Psychology; Business; Philosophy; Epistemology","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":[0.002087247,0.00013204,0.0007026364,0.00006587856,0.00004071864,0.000005331054,0.0001207163,0.0002073661,0.0006473713],"category_scores_gemma":[0.002774285,0.0001137066,0.0001638138,0.0001944141,0.0001284328,0.0001410188,0.0001054092,0.0003938736,0.0002492209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005088124,"about_ca_system_score_gemma":0.0001486181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000209525,"about_ca_topic_score_gemma":0.000008111003,"domain_scores_codex":[0.9974589,0.0007604497,0.0009128858,0.000243033,0.0002676305,0.0003571033],"domain_scores_gemma":[0.9956905,0.002777577,0.0005018044,0.0004848468,0.0001379763,0.0004073514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007054243,0.006914404,0.6194658,0.0008387925,0.0008035444,0.0001107777,0.0007314934,0.000003050058,0.1257927,0.07189815,0.02447057,0.1419165],"study_design_scores_gemma":[0.004362894,0.0008188183,0.1270646,0.00001017425,0.0002559696,0.000009592596,0.0002332382,0.00001748543,0.0005210859,0.00008211816,0.8665146,0.0001094286],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.918897,0.0004783722,0.0001516143,0.01363394,0.001374103,0.0005573815,0.00001915875,0.00007766762,0.06481072],"genre_scores_gemma":[0.9724933,0.0002179494,0.0009035312,0.02544602,0.0006874201,0.00001970124,0.000009195848,0.00001930481,0.0002035713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.842044,"threshold_uncertainty_score":0.7088262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1250838851282628,"score_gpt":0.4470610156497491,"score_spread":0.3219771305214864,"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."}}