{"id":"W3123116631","doi":"10.1093/neuros/nyaa553","title":"Stereotactic Radiosurgery for Atypical (World Health Organization II) and Anaplastic (World Health Organization III) Meningiomas: Results From a Multicenter, International Cohort Study","year":2020,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medicine; Radiosurgery; Hazard ratio; Cohort; Internal medicine; Progression-free survival; Proportional hazards model; Oncology; Salvage therapy; Retrospective cohort study; Nuclear medicine; Radiation therapy; Confidence interval; Overall survival; Chemotherapy","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":[0.001807251,0.0005916556,0.0004467657,0.0007922653,0.0004997448,0.0008143007,0.0003810397,0.0003444881,0.001015851],"category_scores_gemma":[0.002069481,0.0003368438,0.001049944,0.0009794679,0.0002942928,0.0006066013,0.0005830889,0.0005693647,0.0003242772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004886637,"about_ca_system_score_gemma":0.0005984791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005269108,"about_ca_topic_score_gemma":0.005496239,"domain_scores_codex":[0.9993718,0.0001327151,0.00007170196,0.0002072827,0.0001148348,0.0001016532],"domain_scores_gemma":[0.9980505,0.0002593584,0.0008298882,0.0002649226,0.0002392856,0.0003561824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001182781,0.0001888779,0.9938655,0.00001978258,0.000338322,0.0002643146,0.0003060684,0.00006398215,0.0005095639,0.00001934764,0.0003361278,0.002905237],"study_design_scores_gemma":[0.0001543588,0.0006047692,0.9965488,0.00001313504,0.0003200326,0.0009572593,0.0004727881,0.0002120323,0.0001726687,0.0000204645,0.0005072391,0.00001638702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990712,0.0001858762,0.00007930226,0.00001852444,0.000004849034,0.00001805388,0.0004845157,0.000003111433,0.0001344406],"genre_scores_gemma":[0.9978149,0.0002672395,0.0001498074,0.00003146012,0.00001738832,0.00003193304,0.001555151,0.000007122126,0.0001250285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005269108,"threshold_uncertainty_score":0.01047689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03338394182616184,"score_gpt":0.2828734911773493,"score_spread":0.2494895493511875,"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."}}