{"id":"W1965653930","doi":"10.1227/neu.0000000000000633","title":"Stereotactic Radiosurgery for Intracranial Meningiomas","year":2015,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Radiosurgery; Medicine; Modalities; Lesion; Meningioma; Radiology; Surgery; Radiation therapy","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":[0.0006927378,0.0002070779,0.0004390249,0.0002612215,0.00007512478,0.0000620857,0.00008181738,0.0000772745,0.00005053436],"category_scores_gemma":[0.0007083802,0.0001895866,0.0002432849,0.0002572647,0.00004462785,0.0001557384,0.00004600297,0.000131349,0.00007357589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008891581,"about_ca_system_score_gemma":0.000186159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004894554,"about_ca_topic_score_gemma":1.802654e-7,"domain_scores_codex":[0.9982768,0.00006018674,0.0004324683,0.0003857242,0.0003988976,0.0004459497],"domain_scores_gemma":[0.9986132,0.0003030066,0.0001239136,0.0004074457,0.0001390646,0.0004133165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008296677,0.001083241,0.1474153,0.0008617668,0.0007660745,0.03034244,0.001119786,0.00009310961,0.02016809,0.00403851,0.7549552,0.03085982],"study_design_scores_gemma":[0.02292693,0.004653662,0.08010874,0.0004927331,0.001862406,0.02398364,0.0008025464,0.03172333,0.009914433,0.003788198,0.8169456,0.002797766],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884251,0.0001399516,0.001326385,0.001335007,0.002455575,0.0006065189,0.000006484236,0.0002080225,0.005496951],"genre_scores_gemma":[0.9930112,0.000002608615,0.002104833,0.0006812888,0.000720045,0.0000970006,0.0000293042,0.00005860949,0.003295072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06730653,"threshold_uncertainty_score":0.7731116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07887854227326065,"score_gpt":0.2984020327771264,"score_spread":0.2195234905038658,"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."}}