{"id":"W2316771946","doi":"10.1017/s0317167100015894","title":"Gamma Knife Radiosurgery for High Grade Glial Neoplasms: A Canadian Experience","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Radiosurgery; Gamma knife; Asymptomatic; Cyberknife; Surgery; Retrospective cohort study; Radiation therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0007393859,0.0004506194,0.0002443507,0.001034295,0.001465603,0.0008432653,0.001006053,0.0004864281,0.001724332],"category_scores_gemma":[0.002863969,0.0002360449,0.0003090627,0.002776217,0.0007520699,0.0003079203,0.0004917596,0.0003879875,0.0004304202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005404978,"about_ca_system_score_gemma":0.00796036,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4217357,"about_ca_topic_score_gemma":0.6494917,"domain_scores_codex":[0.9993512,0.0001003645,0.00007027277,0.00006544348,0.0002726245,0.0001400693],"domain_scores_gemma":[0.9987394,0.0001714191,0.0003685106,0.00005885895,0.0004571583,0.0002045917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004332577,0.0002575057,0.6802416,0.001306943,0.0001960859,0.02079799,0.005969667,0.001159327,0.007461768,0.0005924795,0.006318145,0.2752652],"study_design_scores_gemma":[0.00008303695,0.001204552,0.8038737,0.0008445723,0.0003150986,0.1293571,0.00685921,0.000693716,0.002990314,0.0002190893,0.05344616,0.0001135145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.945553,0.03861953,0.001214916,0.001307961,0.00009222874,0.0001220799,0.0002931278,0.00004690599,0.01275019],"genre_scores_gemma":[0.9532583,0.04224109,0.001947336,0.0005937545,0.00008918247,0.00002523374,0.000306652,0.00003701377,0.001501541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5782643,"threshold_uncertainty_score":0.8385619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03815205047995186,"score_gpt":0.2716093387870178,"score_spread":0.2334572883070659,"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."}}