{"id":"W4377221133","doi":"10.1007/s11864-023-01097-w","title":"Critical Appraisal of Proton Therapy for Patients with Central Nervous System (CNS) Malignancies","year":2023,"lang":"en","type":"review","venue":"Current Treatment Options in Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Proton therapy; Central nervous system; Radiation therapy; Disease; Surgery; Pathology; Internal medicine","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":[0.001612967,0.0007247902,0.002059999,0.001369095,0.0002289389,0.001084452,0.001056447,0.001028737,0.003890518],"category_scores_gemma":[0.002680144,0.0002896053,0.001135397,0.001295664,0.0004368111,0.001079022,0.0005969006,0.001887346,0.0007810806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009268867,"about_ca_system_score_gemma":0.001757212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001625875,"about_ca_topic_score_gemma":0.004010581,"domain_scores_codex":[0.9995853,0.0001308166,0.00009451119,0.00004895415,0.0001144481,0.00002603667],"domain_scores_gemma":[0.9987936,0.0007537563,0.0001798998,0.00001633773,0.0002144019,0.00004195577],"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":[0.0003672978,0.00004772089,0.0001415727,0.09046185,0.0004978424,0.0001394855,0.00007148133,0.0003438757,0.000620004,0.001875851,0.04254623,0.8628868],"study_design_scores_gemma":[0.0003165761,0.0004952227,0.001655202,0.06050102,0.002087129,0.0009249446,0.0001090351,0.0001994799,0.0003673233,0.002169467,0.9311334,0.00004123989],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003771587,0.9992299,0.00002462373,0.0003004225,0.0001535817,0.000003914927,0.00001169054,0.000001697439,0.0002364481],"genre_scores_gemma":[0.0004667013,0.9985712,0.00008290421,0.000526618,0.00020072,0.000006457384,0.00001890099,9.001021e-7,0.000125702],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003890518,"threshold_uncertainty_score":0.01301509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1161287671948706,"score_gpt":0.4503622528551682,"score_spread":0.3342334856602975,"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."}}