{"id":"W1967976807","doi":"10.2176/nmc.51.415","title":"Radiological Predictive Factors for Regrowth of Residual Benign Meningiomas","year":2011,"lang":"en","type":"article","venue":"Neurologia medico-chirurgica","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"South Okanagan General Hospital","funders":"","keywords":"Meningioma; Medicine; Univariate analysis; Multivariate analysis; Radiation therapy; Radiology; Residual; Radiological weapon; Nuclear medicine; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006792098,0.0003868741,0.0008796148,0.0002998103,0.0001425108,0.000008819893,0.0003828132,0.0003404545,0.0004685198],"category_scores_gemma":[0.001081119,0.0002705489,0.0003274011,0.0002835196,0.0004474868,0.00008882954,0.0001628116,0.0004064171,0.00001101458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003225477,"about_ca_system_score_gemma":0.000089773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001995439,"about_ca_topic_score_gemma":6.164381e-7,"domain_scores_codex":[0.9970697,0.0001918298,0.0007564965,0.0007481134,0.0005919326,0.0006419028],"domain_scores_gemma":[0.9979351,0.0005812978,0.0003438846,0.0006217423,0.0001530254,0.0003649961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06992705,0.007023316,0.6183055,0.00200318,0.0050564,0.01787367,0.03292704,0.00005822501,0.04435339,0.09841511,0.09505231,0.0090048],"study_design_scores_gemma":[0.01555119,0.04791919,0.8684897,0.0002229814,0.002247048,0.001651063,0.002060038,0.001316086,0.0352326,0.007551775,0.01654635,0.001211971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708103,0.0002394354,0.001364736,0.0005423983,0.0005017326,0.001320637,0.00004343002,0.0002412084,0.02493614],"genre_scores_gemma":[0.9956015,0.00002740528,0.003221874,0.0001815725,0.0002459708,0.000137786,0.00008545093,0.0000428389,0.0004555974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2501842,"threshold_uncertainty_score":0.9999747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0857578767287422,"score_gpt":0.2719288462289493,"score_spread":0.1861709695002071,"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."}}