{"id":"W4379769576","doi":"10.1093/noajnl/vdad030","title":"Introduction: Ongoing clinical challenges in the management of meningiomas and future directions","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"Strong","keywords":"Medicine; Process management; Computer science; Intensive care medicine; Business","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":[0.008959272,0.0007677502,0.001405898,0.00139581,0.001389887,0.005499545,0.002149396,0.006069497,0.008166195],"category_scores_gemma":[0.01796691,0.0004202957,0.0008458879,0.001324851,0.003143203,0.00939911,0.002278958,0.01017953,0.003711323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003075045,"about_ca_system_score_gemma":0.006400399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00290878,"about_ca_topic_score_gemma":0.007490759,"domain_scores_codex":[0.9969807,0.0008180071,0.0004900024,0.0004304108,0.001005695,0.000275092],"domain_scores_gemma":[0.9808534,0.008461057,0.00196076,0.0004983348,0.006031577,0.002194825],"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":[0.00025929,0.0001379716,0.00441661,0.004066665,0.00006500272,0.001434369,0.0003969395,0.001397502,0.001236751,0.0169606,0.3061555,0.6634728],"study_design_scores_gemma":[0.00007886412,0.0004025385,0.005509148,0.009889447,0.0001009227,0.01145727,0.001902542,0.001668546,0.0004832863,0.03642614,0.9319001,0.000181173],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.002955436,0.4584098,0.005811526,0.5007851,0.02265159,0.00004890285,0.0002460628,0.0001794589,0.008912167],"genre_scores_gemma":[0.04100395,0.6408356,0.02687276,0.145157,0.1389646,0.000130289,0.0005449902,0.0001597252,0.006331075],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.008959272,"threshold_uncertainty_score":0.04738176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06050597935536195,"score_gpt":0.3654240128566935,"score_spread":0.3049180335013315,"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."}}