{"id":"W4414172229","doi":"10.1016/bs.acr.2025.08.004","title":"Management of pediatric brain tumors in low- and middle-income countries","year":2025,"lang":"en","type":"review","venue":"Advances in cancer research","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation","funders":"","keywords":"Context (archaeology); Central nervous system; Developing country; Developed country; MEDLINE","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":[],"consensus_categories":[],"category_scores_codex":[0.0008507297,0.0002608132,0.001385821,0.001503709,0.00003746423,0.0000168078,0.0002103639,0.0001210778,0.00006082428],"category_scores_gemma":[0.00009031874,0.0002027734,0.0001098601,0.002051907,0.0001712821,0.0000924069,0.0002514026,0.0004932446,0.000007533614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000683448,"about_ca_system_score_gemma":0.0005312916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002958821,"about_ca_topic_score_gemma":0.0005010712,"domain_scores_codex":[0.9974629,0.0001941294,0.0006651296,0.000535373,0.0006513188,0.0004911107],"domain_scores_gemma":[0.9982389,0.001064233,0.0001322645,0.0003808927,0.00009863709,0.00008510936],"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":[0.00006511754,0.0002616539,0.02152812,0.4187065,0.0001052287,0.001243377,0.00005286488,0.000006731717,9.661454e-9,0.001052215,0.00006717867,0.5569111],"study_design_scores_gemma":[0.002079228,0.0002319134,0.003419197,0.3715441,0.0003124973,0.00001072365,0.0001036383,0.000002267343,0.000005679106,0.0003418959,0.6217021,0.0002467771],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001407636,0.9946463,2.969687e-7,0.0002571391,0.0001052929,0.00198025,0.00006826527,0.000007707496,0.001527101],"genre_scores_gemma":[0.001030095,0.9963477,0.00009440899,0.00001480097,0.00007674142,0.001914763,0.00001872362,0.00002442838,0.0004782946],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.621635,"threshold_uncertainty_score":0.8268861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07029812370345681,"score_gpt":0.4771297803473346,"score_spread":0.4068316566438778,"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."}}