{"id":"W2337562041","doi":"10.1093/neuonc/nov219.08","title":"MTR-08MODELING TMZ RESISTANCE IN PATIENT-DERIVED BRAIN TUMOR- INITIATING CELLS","year":2015,"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","funders":"","keywords":"Medicine; Brain tumor; Temozolomide; Internal medicine; Glioblastoma; Cancer research; Pathology","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":[0.0002870566,0.0004762802,0.0005999111,0.0004293538,0.000244326,0.0005478107,0.0003810294,0.0005260073,0.003041477],"category_scores_gemma":[0.0001214784,0.0002117908,0.0004803128,0.0003934056,0.0002680774,0.0002287057,0.0002779734,0.001775213,0.001114811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00056807,"about_ca_system_score_gemma":0.0005342478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00148872,"about_ca_topic_score_gemma":0.001879135,"domain_scores_codex":[0.9995317,0.00005982928,0.00005800235,0.00007722256,0.0001670792,0.0001060879],"domain_scores_gemma":[0.9998128,0.00001821921,0.0000552593,0.00003483632,0.00002279305,0.00005617176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003449134,0.0004662059,0.0004386703,0.00005587989,0.00001336472,0.0001377977,0.00004974309,0.0002540153,0.9951681,0.0002870267,0.0004695305,0.002314773],"study_design_scores_gemma":[0.0001275273,0.00453618,0.006828002,0.00001428156,0.00004340827,0.0010192,0.0001070566,0.003328407,0.9760532,0.0001365659,0.007794887,0.00001129747],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916165,0.0006471876,0.002643908,0.0002557694,0.00007111175,0.0002554137,0.002058247,0.0002074086,0.002244342],"genre_scores_gemma":[0.9855776,0.0006316626,0.003788194,0.0001168328,0.00001692272,0.0003382688,0.003174241,0.00004985688,0.006306354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003041477,"threshold_uncertainty_score":0.01017475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04195692803620214,"score_gpt":0.3043310493408496,"score_spread":0.2623741213046474,"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."}}