{"id":"W3184712619","doi":"10.1159/000517427","title":"Does the Timing of Radiosurgery after Grade 1 Meningioma Resection Affect Long-Term Outcomes?","year":2021,"lang":"en","type":"article","venue":"Stereotactic and Functional Neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Radiosurgery; Medicine; Meningioma; Surgery; Tumor progression; Statistical significance; Retrospective cohort study; Radiology; Radiation therapy; Cancer; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004130307,0.0002115582,0.0004067707,0.0001851006,0.0001701761,0.00006289613,0.00003576148,0.00006619531,0.000427807],"category_scores_gemma":[0.0002690252,0.0001164313,0.0002767202,0.00030159,0.0001147873,0.0001699899,0.00009185773,0.000222538,0.000008501187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003622974,"about_ca_system_score_gemma":0.00008266389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004920021,"about_ca_topic_score_gemma":0.000001930228,"domain_scores_codex":[0.9982371,0.0001734973,0.0004394512,0.000401934,0.0004771335,0.000270846],"domain_scores_gemma":[0.9983733,0.0008356819,0.0001764544,0.0003881067,0.0001075221,0.0001189677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007960077,0.0001368326,0.9883294,0.0002932953,0.0003286884,0.002567007,0.00009342061,0.000002163722,0.005221028,0.0001051792,0.001177726,0.0009493029],"study_design_scores_gemma":[0.0005590681,0.0000996165,0.9937689,0.0001191603,0.0002492706,0.001929446,0.00006765663,0.00006262696,0.002335767,0.00004741456,0.0006225726,0.000138517],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944059,0.0003658255,0.0002166816,0.001819247,0.002242988,0.0002217404,0.000006385122,0.00004002405,0.0006811644],"genre_scores_gemma":[0.9936892,0.00003564856,0.0000393936,0.0004719394,0.0002457087,0.00004801366,0.00002416764,0.00002363435,0.005422333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005439535,"threshold_uncertainty_score":0.4747931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04703078048312245,"score_gpt":0.2798639017306263,"score_spread":0.2328331212475039,"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."}}