{"id":"W2000497085","doi":"10.1093/neuonc/nou174.385","title":"P17.56 * A 3-DIMENSIONAL MATRIX ASSAY TO HELP PREDICT TREATMENT RESPONSE TO TEMOZOLOMIDE IN PATIENTS WITH GLIOBASTOMA: UPDATE OF RESULTS AND SUBGROUP ANALYSIS OF PATIENTS UNDERGOING MGMT TESTING","year":2014,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Western University","funders":"","keywords":"Temozolomide; Medicine; Dacarbazine; Oncology; Subgroup analysis; Chemotherapy; Internal medicine; Adjuvant; Glioblastoma; Radiation therapy; Cancer research; Confidence interval","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":[0.0006043257,0.0003245745,0.0004841882,0.0007458001,0.0001967707,0.0004380873,0.0002979059,0.0002704905,0.0009164194],"category_scores_gemma":[0.001509781,0.0001196034,0.0004471353,0.0007456508,0.000122609,0.000209296,0.0002368587,0.0002681784,0.0003059171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001842337,"about_ca_system_score_gemma":0.0001841677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008893209,"about_ca_topic_score_gemma":0.0008640807,"domain_scores_codex":[0.9997756,0.00006244233,0.00003321152,0.00004246983,0.00006076715,0.00002548733],"domain_scores_gemma":[0.9991615,0.00019786,0.0002850154,0.00006662276,0.000156713,0.0001322151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008112491,0.00002834261,0.9824783,0.00002310531,0.0001047973,0.0002694362,0.00002327256,0.00008977759,0.002264255,0.00001307685,0.0004023825,0.01349193],"study_design_scores_gemma":[0.00006187233,0.0005734041,0.9916266,0.0000123947,0.0002242162,0.002751634,0.00007741243,0.001427498,0.001852897,0.0000653345,0.001318357,0.000008239807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967199,0.001056955,0.0006340296,0.0001162564,0.00002276501,0.00003376658,0.0007042371,0.00002666428,0.0006854007],"genre_scores_gemma":[0.9978564,0.0002653021,0.0006824685,0.00003585324,0.00002878788,0.00002629338,0.0008819493,0.00000814583,0.0002147855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009164194,"threshold_uncertainty_score":0.003196061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01129880595938068,"score_gpt":0.2697305420073057,"score_spread":0.258431736047925,"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."}}