{"id":"W2578371151","doi":"10.1177/159101990501100210","title":"Definitive Embolization of Meningiomas","year":2005,"lang":"en","type":"article","venue":"Interventional Neuroradiology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Medicine; Radiosurgery; Embolization; Perioperative; Surgery; Meningioma; Radiology; 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":[0.0001210965,0.00008148334,0.0002087595,0.0001746951,0.00002302832,0.000003334298,0.00006298088,0.00004441345,0.0006297713],"category_scores_gemma":[0.00009170192,0.00007612848,0.00017296,0.0001100807,0.00007108945,0.00005166665,0.00003937315,0.00007060396,0.00007189821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002355491,"about_ca_system_score_gemma":0.0000185671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003201659,"about_ca_topic_score_gemma":0.000001056375,"domain_scores_codex":[0.9991753,0.00006546568,0.0003363877,0.0001714216,0.00012574,0.0001257262],"domain_scores_gemma":[0.9995667,0.00004968407,0.0001142757,0.000124286,0.00009622694,0.00004885448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00157546,0.002636923,0.1404235,0.0005126489,0.001172613,0.001124003,0.0006803321,0.0006297155,0.05620131,0.7530237,0.02337934,0.01864037],"study_design_scores_gemma":[0.005977544,0.005746576,0.9001978,0.0003774499,0.0004456932,0.006383062,0.0001329904,0.005188086,0.02204088,0.006946909,0.04611396,0.0004490229],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978408,0.0001787604,0.003789331,0.001287864,0.0001653275,0.0001493297,0.000007095515,0.00003425391,0.01597998],"genre_scores_gemma":[0.9963999,0.000002275868,0.002068706,0.000152334,0.0001208448,0.00001337722,0.0000587781,0.00001014487,0.001173613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7597743,"threshold_uncertainty_score":0.6895554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03036039774160821,"score_gpt":0.3038966776192538,"score_spread":0.2735362798776456,"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."}}