{"id":"W2910893602","doi":"10.1093/neuonc/noy181","title":"Challenges and opportunities in meningiomas: recommendations from the International Consortium on Meningiomas","year":2018,"lang":"en","type":"editorial","venue":"Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"Brain Tumour Charity","keywords":"Meningioma; Medicine; Radiology","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":[0.0009522277,0.0004076269,0.000742303,0.0003538498,0.0001734747,0.00007991631,0.0004590768,0.0006713751,0.0004407197],"category_scores_gemma":[0.001369964,0.0003214551,0.0001157823,0.00007847885,0.0003073875,0.00008726603,0.000400112,0.001022187,0.00004888537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003468907,"about_ca_system_score_gemma":0.0004371624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001174278,"about_ca_topic_score_gemma":0.0002192712,"domain_scores_codex":[0.996964,0.0004645172,0.0006976651,0.0008216352,0.0006688149,0.0003833003],"domain_scores_gemma":[0.99414,0.004484287,0.0004251323,0.0005847605,0.0002047397,0.0001610313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000513856,0.0001666847,0.00002554674,0.00002777613,0.0002711286,0.002006274,0.001523387,2.686716e-7,0.0004259469,0.0008888673,0.968085,0.02606528],"study_design_scores_gemma":[0.002132891,0.001560173,0.0002116278,0.000242989,0.0002231544,0.0001043029,0.00133666,0.00005059684,0.00009163847,0.0004597053,0.9933477,0.0002385557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.01354301,0.002464067,0.000009726969,0.08910263,0.7577191,0.0009779843,0.0002419684,0.0001407007,0.1358008],"genre_scores_gemma":[0.02132273,0.01487033,0.001089827,0.003815091,0.9494851,0.000717628,0.003409771,0.0002337937,0.005055707],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.191766,"threshold_uncertainty_score":0.9999238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1062116262225262,"score_gpt":0.3454834786583993,"score_spread":0.2392718524358731,"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."}}