{"id":"W1967751174","doi":"10.1155/2014/107526","title":"The Evolving Role of Radiosurgery in the Management of Radiation-Induced Meningiomas: A Review of Current Advances and Future Directions","year":2014,"lang":"en","type":"review","venue":"BioMed Research International","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Radiosurgery; Radiological weapon; Medicine; Radiation therapy; Modalities; Medical physics; Radiology","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":[0.0009811069,0.0007335431,0.001191513,0.003104855,0.0003210764,0.001003838,0.0007883489,0.001022115,0.002184077],"category_scores_gemma":[0.001607557,0.0002699271,0.0006239265,0.002759279,0.0005673649,0.0018249,0.0005396509,0.001848535,0.0009264184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008638802,"about_ca_system_score_gemma":0.001475608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001592721,"about_ca_topic_score_gemma":0.002988649,"domain_scores_codex":[0.9996998,0.00005271399,0.00007597601,0.00005043574,0.0001008835,0.00002012373],"domain_scores_gemma":[0.9989778,0.0006024537,0.0001397429,0.00001876182,0.0002058802,0.00005548621],"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":[0.00004998235,0.00005665633,0.0003573702,0.02003818,0.00008723706,0.0004246795,0.0001009652,0.0004499909,0.0009898249,0.002251335,0.01726465,0.9579291],"study_design_scores_gemma":[0.00002037898,0.0001816187,0.002058065,0.01273685,0.0003111289,0.007137643,0.0002408362,0.0002472034,0.000674194,0.002615498,0.9737236,0.00005293982],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001024669,0.9988716,0.0001226827,0.0003582382,0.0001220194,0.000002267632,0.000008198783,0.000004549947,0.0004079029],"genre_scores_gemma":[0.000442015,0.9988226,0.0002681998,0.0001571386,0.000182969,0.000002773718,0.00001137881,0.000001173863,0.0001116633],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003104855,"threshold_uncertainty_score":0.007306397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08184937824167576,"score_gpt":0.4444151307886512,"score_spread":0.3625657525469754,"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."}}