{"id":"W2106824860","doi":"10.1093/neuonc/nor040","title":"International retrospective study of over 1000 adults with anaplastic oligodendroglial tumors","year":2011,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":176,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Calgary; Western University","funders":"","keywords":"Medicine; Temozolomide; Nuclear medicine; Oligodendroglial Tumor; Radiation therapy; Overall survival; Retrospective cohort study; Internal medicine; Glioblastoma; Gastroenterology; Oligodendroglioma; Astrocytoma; Cancer research","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":[0.00004631314,0.0001412597,0.000374406,0.0001539466,0.00002733102,0.000003165521,0.00009439262,0.00006040969,0.0005811586],"category_scores_gemma":[0.00006310305,0.0001035928,0.00005018364,0.0001364426,0.00007832095,0.00004490718,0.00005270135,0.0001505622,0.00002187543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001877007,"about_ca_system_score_gemma":0.00009224131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002523662,"about_ca_topic_score_gemma":0.0003504441,"domain_scores_codex":[0.9989495,0.00005524025,0.0002419856,0.0003144541,0.0002673733,0.0001715028],"domain_scores_gemma":[0.9993013,0.00008249231,0.0001565081,0.000207583,0.0001527551,0.00009935215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005418029,0.00948972,0.9674158,0.00001240154,0.0003984497,0.003402347,0.005015715,0.000005478276,0.006014173,0.0003776319,0.0005106264,0.00193962],"study_design_scores_gemma":[0.01477059,0.03446765,0.9360281,0.00004266531,0.000269074,0.0002913158,0.001096472,0.00005913792,0.01185611,0.00001733866,0.0009996153,0.0001019014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820179,0.000007977653,0.000002928328,0.0001263917,0.0003878925,0.0005411585,0.00001272942,0.00002944419,0.01687361],"genre_scores_gemma":[0.9994977,0.00001038895,0.0001084583,0.0001496148,0.0001123321,0.00008125421,0.000006632152,0.00001970541,0.00001388999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03138768,"threshold_uncertainty_score":0.6363279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0169551964760054,"score_gpt":0.2768803051008456,"score_spread":0.2599251086248402,"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."}}