{"id":"W2582101950","doi":"10.3389/fsurg.2017.00003","title":"Network Plasticity and Intraoperative Mapping for Personalized Multimodal Management of Diffuse Low-Grade Gliomas","year":2017,"lang":"en","type":"review","venue":"Frontiers in Surgery","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Glioma; Malignancy; Multimodal therapy; Quality of life (healthcare); Glioblastoma; Neuroplasticity; Neuroscience; Bioinformatics; Intensive care medicine; Medical physics; Pathology; Surgery; Psychology; Psychiatry; 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":[0.0003693701,0.0004702625,0.003332298,0.0004378648,0.0001191763,0.00003637745,0.0001125306,0.0002580853,0.000008791736],"category_scores_gemma":[0.0001246068,0.0003674066,0.0006335165,0.0002045506,0.0002109551,0.00005808266,0.00008674308,0.000191568,0.000001294397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001992424,"about_ca_system_score_gemma":0.000117199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002053684,"about_ca_topic_score_gemma":0.000002852612,"domain_scores_codex":[0.99791,0.0001081296,0.0007709705,0.000539763,0.0002236933,0.0004474804],"domain_scores_gemma":[0.9983186,0.0006258907,0.00052088,0.0003417954,0.00005053433,0.0001423616],"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":[0.0001913923,0.0008486917,0.01083554,0.043147,0.002760773,0.0007600203,0.0001690227,0.000002931226,2.282872e-7,0.0001263862,0.01973245,0.9214256],"study_design_scores_gemma":[0.004051567,0.00007896776,0.003264504,0.08055206,0.003055486,0.00004568736,0.0001900664,0.0002491611,0.000003889034,0.00009242603,0.9078621,0.0005541267],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001502464,0.9939619,0.0008667757,0.00004853463,0.001078638,0.002334889,0.0001169274,0.00001891632,0.00007099184],"genre_scores_gemma":[0.0006047721,0.98813,0.009812351,0.00001979965,0.0002049337,0.0008240464,0.0001987682,0.00005769197,0.0001476203],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9208714,"threshold_uncertainty_score":0.9998778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08668206896031978,"score_gpt":0.3337345129567295,"score_spread":0.2470524439964097,"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."}}