{"id":"W4319296961","doi":"10.3171/case22518","title":"DNA methylation profiling of a lipomatous meningioma: illustrative case","year":2023,"lang":"en","type":"article","venue":"Journal of Neurosurgery Case Lessons","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; Trillium Health Centre; University of Toronto","funders":"Mach-Gaensslen Foundation of Canada","keywords":"Meningioma; Medicine; Pathology; Profiling (computer programming)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001188484,0.0001832284,0.0006042102,0.001085899,0.0001315528,0.00002960389,0.00006102518,0.00007899976,0.00002827849],"category_scores_gemma":[0.0005799392,0.0001527208,0.0003520161,0.001217723,0.00006339039,0.0001977971,0.00005520057,0.0003043772,0.000008257668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004807027,"about_ca_system_score_gemma":0.0001546056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000109029,"about_ca_topic_score_gemma":0.000001622758,"domain_scores_codex":[0.9978578,0.0001906005,0.0009971492,0.0001948304,0.0004730733,0.0002865596],"domain_scores_gemma":[0.9978289,0.0005157775,0.0008552036,0.000242301,0.0003417193,0.000216084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0002359198,0.0001379268,0.0009906513,0.0001756354,0.0001969179,0.8908224,0.0007221492,0.0001903985,0.1012441,0.000274083,0.002407865,0.002601885],"study_design_scores_gemma":[0.001342069,0.0006954612,0.00229976,0.000248602,0.0004919,0.9258258,0.002397241,0.002522855,0.06322405,0.0001313544,0.0006276458,0.0001932694],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963945,0.0001106354,0.0002779496,0.001845368,0.0005510208,0.0002471665,0.00001652868,0.00004593463,0.0005109598],"genre_scores_gemma":[0.9986973,0.00001388475,0.0007557382,0.00004359455,0.000189275,0.00000611184,0.000005515047,0.00002708385,0.0002614601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03802008,"threshold_uncertainty_score":0.6227775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08474543566810154,"score_gpt":0.343407503011952,"score_spread":0.2586620673438504,"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."}}