{"id":"W1989329231","doi":"10.1016/j.semradonc.2012.11.011","title":"Clinical Controversies: Proton Radiation Therapy for Brain and Skull Base Tumors","year":2013,"lang":"en","type":"review","venue":"Seminars in Radiation Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Proton therapy; Medicine; Radiation therapy; Skull; Radiation treatment planning; Nuclear medicine; Proton; Medical physics; Randomized controlled trial; Radiology; Surgery","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":[0.001674069,0.0006651141,0.001646816,0.002383909,0.0005349855,0.001676518,0.0009905706,0.00225185,0.004159389],"category_scores_gemma":[0.00472153,0.0002660516,0.000646723,0.003430347,0.001401247,0.002422418,0.0009952864,0.003145007,0.001078114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001312624,"about_ca_system_score_gemma":0.002421863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001952275,"about_ca_topic_score_gemma":0.005084056,"domain_scores_codex":[0.9994382,0.000166338,0.0001084794,0.0000811834,0.0001709274,0.00003471329],"domain_scores_gemma":[0.9978517,0.001417208,0.000296875,0.00003252644,0.0003122257,0.00008935526],"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":[0.00008648206,0.00003051273,0.0004306432,0.02235089,0.0001611922,0.0006468488,0.0001429551,0.0002848096,0.0004184187,0.003744393,0.1181192,0.8535837],"study_design_scores_gemma":[0.00004622501,0.00006957936,0.001072545,0.01712528,0.0003400404,0.003663024,0.0002273242,0.00008121676,0.0001515882,0.004071309,0.973118,0.0000337837],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000437346,0.996944,0.00003387657,0.001991461,0.0004298355,0.000001260102,0.000007357984,0.000002923189,0.000545565],"genre_scores_gemma":[0.00111479,0.9934777,0.0001448661,0.003277611,0.001685406,0.000004339712,0.00001597474,0.000002228657,0.0002769898],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004159389,"threshold_uncertainty_score":0.01391453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0717833102733186,"score_gpt":0.4371394106751408,"score_spread":0.3653561004018222,"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."}}