{"id":"W2553699491","doi":"10.1093/neuonc/nov204.95","title":"ATPS-95THE PROGNOSTIC AND PREDICTIVE VALUE OF AN EXPLANT ASSAY OF GLIOMAS IN RESPONSE TO TEMOZOLOMIDE","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":"Western University","funders":"","keywords":"Temozolomide; Glioma; Explant culture; Medicine; Pathological; Anaplastic astrocytoma; Pathology; Brain tumor; IDH1; Dacarbazine; Predictive marker; Glioblastoma; Cancer research; Oncology; Chemotherapy; Internal medicine; Biology; Astrocytoma; In vitro; Cancer; Mutation","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":[0.0003340103,0.0003028521,0.0003039217,0.0004886973,0.0001347198,0.0005480445,0.0002347261,0.0002325937,0.0009093258],"category_scores_gemma":[0.001024953,0.0001091437,0.000165761,0.0003262202,0.0002053246,0.0001284852,0.0001992838,0.0004095157,0.0003019678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001962088,"about_ca_system_score_gemma":0.0001171845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000606795,"about_ca_topic_score_gemma":0.0006975025,"domain_scores_codex":[0.9997783,0.00004804808,0.00002033014,0.00004695018,0.00008068724,0.00002565136],"domain_scores_gemma":[0.9992113,0.000188748,0.0002818833,0.00007616516,0.0001222761,0.0001196273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003057855,0.0001601381,0.8240479,0.00007910065,0.0001261539,0.0003906123,0.0001164978,0.0005527142,0.1555171,0.00003465804,0.0003846683,0.01553254],"study_design_scores_gemma":[0.00004375883,0.002578901,0.8947369,0.00002091316,0.000154281,0.0025113,0.0002417836,0.003684245,0.09455797,0.00007198784,0.001377083,0.00002086426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979387,0.0008173424,0.0005312194,0.0000281554,0.00002410844,0.000009022207,0.0003508863,0.00002167235,0.0002788265],"genre_scores_gemma":[0.9983437,0.0002289978,0.0005097474,0.00001108413,0.00001135482,0.00001017644,0.0006785457,0.000002539951,0.0002039097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009093258,"threshold_uncertainty_score":0.003041983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03036498349124622,"score_gpt":0.3164130155164132,"score_spread":0.286048032025167,"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."}}