{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002236758,0.0002372911,0.0002012276,0.0006517817,0.0001453791,0.0001491759,0.000131631,0.0001441952,0.0008411374],"category_scores_gemma":[0.0004663953,0.00003988065,0.0004333247,0.0004154195,0.0001786985,0.0001442511,0.0001438539,0.000311074,0.000317355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004508357,"about_ca_system_score_gemma":0.0006728861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001579783,"about_ca_topic_score_gemma":0.004394124,"domain_scores_codex":[0.9999151,0.00001569364,0.00001250297,0.000007742104,0.00003917004,0.000009710645],"domain_scores_gemma":[0.9998726,0.00003671722,0.00005437855,0.000008885779,0.00001530839,0.00001225153],"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":[0.0003953904,0.00007296736,0.008121545,0.002930621,0.0003210751,0.008761964,0.0001539994,0.001412279,0.02384384,0.003200734,0.01834427,0.9324414],"study_design_scores_gemma":[0.000306154,0.002582898,0.1604351,0.002180835,0.001092255,0.1737248,0.000370565,0.002636007,0.06427352,0.01402452,0.57827,0.0001034246],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1404473,0.7953105,0.01609406,0.004386512,0.001291618,0.0001119347,0.0004686672,0.0004407791,0.04144867],"genre_scores_gemma":[0.5610893,0.4250571,0.006553217,0.0009981472,0.001259228,0.00004131412,0.000556541,0.00005472048,0.004390306],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001579783,"threshold_uncertainty_score":0.003271043,"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."}}