{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002831819,0.0002428864,0.0002271454,0.0004767187,0.0001844192,0.0002744345,0.0002063188,0.0002823408,0.00098871],"category_scores_gemma":[0.00304546,0.0001683491,0.0004328811,0.0003098976,0.000334111,0.0002341454,0.0002196141,0.0004008344,0.0001636344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001272465,"about_ca_system_score_gemma":0.0002039315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001522203,"about_ca_topic_score_gemma":0.002097274,"domain_scores_codex":[0.9998114,0.00002929019,0.00002925275,0.00002784784,0.00005110351,0.00005123033],"domain_scores_gemma":[0.9979528,0.000586963,0.0008367325,0.0001232808,0.0001491888,0.0003510416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001814529,0.00000973583,0.9977871,0.000005324289,0.00001286139,0.0003642722,0.00002153657,0.00005775551,0.0005065706,0.000003955905,0.00001388186,0.001035516],"study_design_scores_gemma":[0.000003429564,0.0001098309,0.997833,0.000002202054,0.00001835597,0.001649898,0.00006544071,0.0001032179,0.0001545426,0.000008700775,0.00004910083,0.000002304961],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995359,0.0002494616,0.00003819928,0.00001096109,0.00000213241,0.000001972666,0.00004022258,0.000002393701,0.000118823],"genre_scores_gemma":[0.9998035,0.00005607661,0.00002882334,0.000002457669,0.00000519256,0.00000126153,0.00006734046,8.497026e-7,0.00003439172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001522203,"threshold_uncertainty_score":0.003307581,"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."}}