{"id":"W4416774799","doi":"10.1093/brain/awaf449","title":"The glymphatic system and glioblastoma","year":2025,"lang":"en","type":"article","venue":"Brain","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; Foothills Medical Centre; University of Calgary","funders":"Brain Tumour Foundation of Canada","keywords":"Glymphatic system; Glioblastoma; Lymphatic system; Immune system; Homeostasis; Central nervous system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001447254,0.0002319517,0.0002321344,0.0007271975,0.00019948,0.0005636783,0.0001677293,0.0004408537,0.001158259],"category_scores_gemma":[0.0002009519,0.00005932639,0.0001591944,0.0004589794,0.000475997,0.0003813243,0.0005572644,0.0005002202,0.0002867726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004976343,"about_ca_system_score_gemma":0.0004388681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001506706,"about_ca_topic_score_gemma":0.00199868,"domain_scores_codex":[0.999927,0.00002004205,0.000008072513,0.0000100423,0.00001881073,0.00001591821],"domain_scores_gemma":[0.9999384,0.0000118198,0.00002171319,0.000002188559,0.00001193599,0.00001398972],"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":[0.0009664639,0.0001199648,0.00812269,0.007363806,0.0002988125,0.005931047,0.0007527898,0.0009964369,0.04530301,0.04883864,0.03827836,0.8430281],"study_design_scores_gemma":[0.00003336077,0.0004526422,0.03820191,0.003490123,0.0002071871,0.01839674,0.0008529023,0.0005186427,0.01224481,0.03910952,0.8864263,0.00006590664],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01032286,0.9831415,0.0002655558,0.002005448,0.0002278268,0.000004010751,0.00003628196,0.000009829909,0.003986748],"genre_scores_gemma":[0.07992675,0.9164708,0.0003853298,0.0006745471,0.0004177842,0.000008023181,0.00007060505,0.00000320731,0.002043001],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001506706,"threshold_uncertainty_score":0.003874779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008161488563606841,"score_gpt":0.2466873013572612,"score_spread":0.2385258127936543,"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."}}