{"id":"W2010382757","doi":"10.1007/s11060-010-0394-3","title":"FACT-MNG: tumor site specific web-based outcome instrument for meningioma patients","year":2010,"lang":"en","type":"review","venue":"Journal of Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Meningioma Mommas","keywords":"Meningioma; Radiosurgery; Medicine; Outcome (game theory); Quality of life (healthcare); Medical physics; Brain tumor; Surgery; Radiation therapy; Pathology","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":[0.001057587,0.0006985652,0.00409115,0.001151107,0.0001284172,0.00006132411,0.0005301323,0.0005106319,0.0002501265],"category_scores_gemma":[0.0005145426,0.0005058218,0.001848826,0.0003024815,0.0001056614,0.00009325241,0.0001483336,0.001712585,0.0000996958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007567817,"about_ca_system_score_gemma":0.001144772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.847897e-7,"about_ca_topic_score_gemma":0.000001314671,"domain_scores_codex":[0.9947425,0.0003541043,0.002959399,0.0005311937,0.0007696163,0.0006431469],"domain_scores_gemma":[0.9937891,0.0009190241,0.003674842,0.0005791264,0.0004834317,0.0005544727],"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":[0.001105921,0.001518403,0.0009318957,0.008562908,0.0005266148,0.01047442,0.00006738806,0.000001862071,0.0004452677,0.0001040963,0.02889948,0.9473618],"study_design_scores_gemma":[0.005941937,0.00852414,0.0001819082,0.001692761,0.002295374,0.003140063,0.00001278088,0.00002418462,0.00001446468,0.00001031639,0.9778109,0.0003511842],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05403811,0.9146297,0.0002862532,0.002052579,0.01496509,0.006996373,0.0001994552,0.00009999275,0.006732465],"genre_scores_gemma":[0.00773891,0.9419646,0.03949679,0.002308927,0.005211589,0.0005050024,0.0005128905,0.0006504371,0.00161084],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9489114,"threshold_uncertainty_score":0.9997393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1020947016572237,"score_gpt":0.3744378657069029,"score_spread":0.2723431640496791,"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."}}