{"id":"W4319455780","doi":"10.1016/j.adro.2023.101189","title":"Proton Radiotherapy for Management of Medulloblastoma: A Systematic Review of Clinical Outcomes","year":2023,"lang":"en","type":"review","venue":"Advances in Radiation Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of British Columbia; Western University","funders":"","keywords":"Medicine; Medulloblastoma; Radiation therapy; Proton therapy; Ependymoma; Neurocognitive; Incidence (geometry); Clinical trial; Internal medicine; Pediatrics; Surgery; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001473422,0.0002653702,0.006559403,0.0002986432,0.00001151195,0.000001410575,0.0001570375,0.0002335663,0.0000176576],"category_scores_gemma":[0.0006309301,0.000175931,0.0009675715,0.0004548135,0.00006578219,0.00004506061,0.00002426634,0.0001235297,0.000007445773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003457201,"about_ca_system_score_gemma":0.0002423669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002050969,"about_ca_topic_score_gemma":0.000005480456,"domain_scores_codex":[0.995687,0.0004011265,0.003154506,0.0003437274,0.0002354841,0.0001781639],"domain_scores_gemma":[0.9945326,0.002385793,0.002495609,0.0004339257,0.0000951551,0.0000569178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001682221,0.0004459083,0.0002788657,0.6687251,0.0009585925,0.00002013351,0.000007699286,9.348926e-7,4.944214e-9,0.0004228277,0.00006792151,0.3290552],"study_design_scores_gemma":[0.001904917,0.0007538263,0.00006507034,0.5407407,0.003675284,0.000008872045,0.00001077247,0.00000664707,4.669936e-7,0.00003205181,0.4527165,0.00008484349],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004078191,0.9789702,0.00004794691,0.0001471865,0.0004224465,0.02018813,0.00004449415,0.00001990089,0.0001556582],"genre_scores_gemma":[0.000002653755,0.9825076,0.001999428,0.000126658,0.00004551809,0.01510139,0.0001165814,0.00003999826,0.00006011066],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4526486,"threshold_uncertainty_score":0.7174257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08882771391909879,"score_gpt":0.5351639917637937,"score_spread":0.4463362778446949,"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."}}