{"id":"W4399022182","doi":"10.1007/s00381-024-06432-6","title":"Understanding diffuse leptomeningeal glioneuronal tumors","year":2024,"lang":"en","type":"review","venue":"Child s Nervous System","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Princess Margaret Cancer Centre; Hospital for Sick Children","funders":"","keywords":"Medicine; Pilocytic astrocytoma; Disease; Magnetic resonance imaging; Targeted therapy; Bioinformatics; Pathology; Radiology; Glioblastoma; Internal medicine; Astrocytoma; Biology; Cancer","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001743279,0.0007921185,0.002724122,0.0006261811,0.000211088,0.0001447818,0.0001906669,0.0003244429,0.00003269179],"category_scores_gemma":[0.00001757478,0.0005189082,0.001260837,0.0005338935,0.00005668393,0.00003784749,0.0001388665,0.0006723654,0.001046553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002011752,"about_ca_system_score_gemma":0.0002490548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001517819,"about_ca_topic_score_gemma":0.000003528317,"domain_scores_codex":[0.9970481,0.0001274529,0.0008898447,0.0008480583,0.0005549548,0.0005316054],"domain_scores_gemma":[0.9985551,0.0001082571,0.000291493,0.0006609984,0.00002778146,0.0003563325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005983963,0.001751806,0.0001328907,0.6086823,0.007867713,0.04572596,0.0005709965,0.000003416674,0.000001023024,0.04666477,0.04895867,0.2395806],"study_design_scores_gemma":[0.0009199412,0.000231395,0.00001285995,0.1779484,0.008781738,0.01237497,0.0001964726,0.00002582619,0.00000106172,0.00000930903,0.799004,0.000494053],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006852375,0.984652,0.00001376256,0.0001476123,0.001217432,0.001614331,0.0001083788,0.000513376,0.01166451],"genre_scores_gemma":[0.02165606,0.9757625,0.00001880113,0.0000396251,0.001164091,0.0003400492,0.0002845646,0.0002455917,0.0004887464],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7500453,"threshold_uncertainty_score":0.9997312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1223654230392932,"score_gpt":0.3239818913572622,"score_spread":0.201616468317969,"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."}}