{"id":"W4384070050","doi":"10.1093/noajnl/vdad071.040","title":"MOLECULAR PROFILING TO UNDERSTAND TREATMENT RESISTANCE AND RESPONSE IN GLIOBLASTOMA","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Oncology; Glioblastoma; Medicine; Internal medicine; Transcriptome; Gene; Cohort; Gene expression profiling; Cancer research; Gene expression; Biology; Genetics","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":[0.0001814989,0.0001567616,0.0002472878,0.0008823074,0.0001043594,0.0003024683,0.0001219143,0.0001920804,0.001058847],"category_scores_gemma":[0.0003892586,0.0000840514,0.0001461033,0.0004174433,0.0001242113,0.0001564701,0.0001453286,0.000174836,0.0002196221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002751595,"about_ca_system_score_gemma":0.00009048785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009874753,"about_ca_topic_score_gemma":0.00120408,"domain_scores_codex":[0.9999207,0.00001405385,0.000008225878,0.00001829164,0.00002134243,0.0000173734],"domain_scores_gemma":[0.9998689,0.00002617698,0.00005857343,0.000008578792,0.00002315466,0.00001466285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001496584,0.0001239337,0.5933301,0.0001525127,0.0001277523,0.0002795785,0.0001752019,0.001172092,0.3567628,0.0001147195,0.0008612298,0.04540344],"study_design_scores_gemma":[0.00001466655,0.0004121831,0.9529616,0.00001334298,0.00006421561,0.0005851759,0.0002318225,0.002310212,0.04156815,0.0002078951,0.001621588,0.000009179362],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971341,0.0007114973,0.00080426,0.00007716769,0.000004207168,0.00002151634,0.000722502,0.00002802275,0.000496779],"genre_scores_gemma":[0.9971561,0.0003285643,0.0009522018,0.00006286021,0.000006201241,0.00002383912,0.001003029,0.000007973616,0.0004592977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001058847,"threshold_uncertainty_score":0.003542185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02083334881045462,"score_gpt":0.3271625864875808,"score_spread":0.3063292376771262,"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."}}