{"id":"W7135070963","doi":"10.1093/neuped/wuaf001.286","title":"LMIC-01. Real-world experience in dealing with children with suspected central nervous system (CNS) tumors at the Children’s Hospital Lahore, Pakistan","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology Pediatrics","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Pilocytic astrocytoma; Craniopharyngioma; Presentation (obstetrics); Cohort; Medulloblastoma; Radiological weapon; Headaches; Vomiting; Glioma","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":[0.0001355512,0.0004254079,0.0006566399,0.0004033817,0.0002943168,0.00004681136,0.0002689699,0.0001481165,0.00002774871],"category_scores_gemma":[0.00006604975,0.0002669238,0.0001030898,0.00140599,0.0002489935,0.00006849815,0.0001523198,0.000513848,0.00001145795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001138271,"about_ca_system_score_gemma":0.0004385517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001922551,"about_ca_topic_score_gemma":0.005397233,"domain_scores_codex":[0.9973238,0.0001468635,0.0005425033,0.000785301,0.0004120945,0.0007894879],"domain_scores_gemma":[0.9983525,0.000391761,0.0002811267,0.0006396184,0.0001069353,0.0002281062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005037345,0.0005491465,0.9941897,0.00003398487,0.00009351388,0.001481264,0.0006248045,0.0002172826,0.000107636,0.0009744317,0.0007774798,0.0004470143],"study_design_scores_gemma":[0.004667691,0.001332093,0.9909407,0.000077076,0.0005192538,0.0005552812,0.0005369831,0.0000437223,0.0008253418,0.000004076791,0.0002471518,0.0002506263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935814,0.0005077248,0.000006214501,0.001505764,0.0002962265,0.001864991,0.0000417115,0.0001842277,0.002011705],"genre_scores_gemma":[0.9983295,0.0003503799,0.0001620925,0.0003927378,0.0002901285,0.0002577982,0.00009282013,0.00005472918,0.00006984708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004748031,"threshold_uncertainty_score":0.9999783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007640652728180903,"score_gpt":0.2691432205249145,"score_spread":0.2615025677967336,"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."}}