{"id":"W4384070587","doi":"10.1093/noajnl/vdad071.050","title":"EVALUATING HUMAN MICROBIOME SIGNATURES ASSOCIATED WITH DEVELOPMENT, OUTCOME, AND TREATMENT RESPONSE IN GLIOMA AND BRAIN METASTASIS: A SCOPING REVIEW","year":2023,"lang":"en","type":"review","venue":"Neuro-Oncology Advances","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Microbiome; Glioma; Dysbiosis; Human Microbiome Project; Human microbiome; Medicine; Brain tumor; Human brain; Bioinformatics; Oncology; Biology; Pathology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001524642,0.0005512165,0.001882366,0.0002855685,0.0002263019,0.00002594608,0.0001736842,0.0004129554,0.0000047482],"category_scores_gemma":[0.0008552768,0.0004181827,0.0001107254,0.0003733504,0.0001746859,0.000009672018,0.0001818064,0.0003046432,0.000003201435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000167524,"about_ca_system_score_gemma":0.0009962317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004504968,"about_ca_topic_score_gemma":0.0009703373,"domain_scores_codex":[0.9958494,0.001670561,0.0009469331,0.0009504143,0.0001015054,0.0004811694],"domain_scores_gemma":[0.9980924,0.0007712625,0.0007084894,0.0002682721,0.00005319811,0.0001063841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005691326,0.0003352533,0.0003866969,0.08700044,0.0008369929,0.000570634,0.0001778391,0.000004247594,0.1133824,0.000006781208,0.0003339644,0.7963956],"study_design_scores_gemma":[0.002612064,0.005188796,0.0004631129,0.1503191,0.0009232488,0.0004366834,0.00003933039,4.085612e-7,0.000477665,0.000004339359,0.8385182,0.001017089],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03426752,0.9632799,0.000001841073,0.0001475082,0.00007569062,0.00213404,0.00005468528,0.00002828855,0.0000105364],"genre_scores_gemma":[0.0001099223,0.9977301,0.0005884189,0.0005845311,0.00003631197,0.0004404953,0.0003491685,0.00007188186,0.00008913125],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8381842,"threshold_uncertainty_score":0.999827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1283522921501114,"score_gpt":0.4777774557024245,"score_spread":0.3494251635523131,"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."}}