{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004593871,0.0006434221,0.001234579,0.001562944,0.0001715478,0.0008321668,0.0008062588,0.0005902601,0.002027782],"category_scores_gemma":[0.0009631481,0.0001684066,0.0005816297,0.001672794,0.0002928857,0.0006642856,0.0004942648,0.001024921,0.0005472536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006758,"about_ca_system_score_gemma":0.001421986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003339741,"about_ca_topic_score_gemma":0.008067938,"domain_scores_codex":[0.9998053,0.00003942559,0.00003872469,0.00003435965,0.00005770056,0.00002454272],"domain_scores_gemma":[0.9996905,0.0001474679,0.0000769768,0.000005009289,0.00005706895,0.00002295294],"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":[0.00006106021,0.00003102119,0.0005507559,0.01807173,0.0001449745,0.0002309944,0.00003546321,0.0003702701,0.000337968,0.001079874,0.01554412,0.9635416],"study_design_scores_gemma":[0.00008456665,0.0002345027,0.007097547,0.03101392,0.0009209779,0.004808123,0.0002286817,0.0002972859,0.0006621372,0.002476668,0.9521279,0.00004757006],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000102126,0.9993672,0.00004549793,0.0001385495,0.00004575767,0.000001975272,0.00001437858,0.000002831662,0.0002816314],"genre_scores_gemma":[0.0007932722,0.9988122,0.0001133955,0.0001008598,0.00006298287,0.000002477479,0.00002604844,6.783534e-7,0.00008803378],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003339741,"threshold_uncertainty_score":0.006783605,"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."}}