{"id":"W3032082578","doi":"10.1093/neuros/nyaa169","title":"Stereotactic Radiosurgery for Intracranial Noncavernous Sinus Benign Meningioma: International Stereotactic Radiosurgery Society Systematic Review, Meta-Analysis and Practice Guideline","year":2020,"lang":"en","type":"review","venue":"Neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"Fondazione I.R.C.C.S. Istituto Neurologico Carlo Besta; Istituto di Ricerche Farmacologiche Mario Negri - IRCCS","keywords":"Radiosurgery; Medicine; Guideline; Meningioma; Meta-analysis; MEDLINE; Systematic review; Radiology; Medical physics; Radiation therapy; Internal medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","metaepi_broad"],"consensus_categories":["metaepi_narrow","metaepi_broad"],"category_scores_codex":[0.006762938,0.001824826,0.01786781,0.001197753,0.0003091352,0.000507411,0.000631991,0.0005425724,0.0003109359],"category_scores_gemma":[0.01184111,0.001433021,0.01476603,0.002332601,0.0001514116,0.0006995188,0.0003953771,0.001092229,0.00005131546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005752252,"about_ca_system_score_gemma":0.0007868945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001679471,"about_ca_topic_score_gemma":5.788287e-7,"domain_scores_codex":[0.9864025,0.002039066,0.006223243,0.002325141,0.001981709,0.001028405],"domain_scores_gemma":[0.9792256,0.01219223,0.005100806,0.001884732,0.0008264778,0.0007701684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0002263287,0.0002940451,0.000006249496,0.6004481,0.3358172,0.01424186,0.00009364574,0.00000175701,0.000002874996,0.00002677623,0.04148369,0.007357486],"study_design_scores_gemma":[0.0003816502,0.000118271,0.000001124875,0.01796513,0.561686,0.01503836,0.0000281111,0.0005023963,3.82702e-7,0.000002957788,0.4035411,0.0007345345],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001222637,0.9839428,0.002148886,0.003593716,0.00177241,0.007455238,0.0004055509,0.0002628793,0.0004063091],"genre_scores_gemma":[0.00009647215,0.9828775,0.005829872,0.005548795,0.001019338,0.002054171,0.00120929,0.0003134411,0.00105111],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5824829,"threshold_uncertainty_score":0.9994497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09298218638312601,"score_gpt":0.3615090129647452,"score_spread":0.2685268265816192,"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."}}