{"id":"W4415075785","doi":"10.62051/q186ws19","title":"Traditional and Recurrent Spheno-Orbital Meningioma (SOM) Comparison and Treatment Methods","year":2025,"lang":"en","type":"article","venue":"Transactions on Materials Biotechnology and Life Sciences","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mining Association of Canada","funders":"","keywords":"Meningioma; Surgical resection; Resection; Psychological intervention; Curative treatment","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":[],"consensus_categories":[],"category_scores_codex":[0.0003820455,0.0001483394,0.000320555,0.0003406522,0.0004323263,0.00004976344,0.00005307994,0.0001468615,0.0001107219],"category_scores_gemma":[0.0000184746,0.0001110718,0.0000242213,0.0002300966,0.0007475429,0.00006722703,0.000006738257,0.00008199147,0.000002211068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002180113,"about_ca_system_score_gemma":0.00004246915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002966539,"about_ca_topic_score_gemma":0.0000045031,"domain_scores_codex":[0.9990304,0.00007811213,0.0002510654,0.0003750181,0.00009054838,0.000174892],"domain_scores_gemma":[0.9996599,0.0000943931,0.00005112986,0.0001090118,0.00001103168,0.00007450935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00148824,0.001439124,0.001323482,0.0003639915,0.000776321,0.0001053763,0.00117984,0.0000215119,0.4718855,0.1602277,0.0004218852,0.360767],"study_design_scores_gemma":[0.003824491,0.008237263,0.02299307,0.0003369554,0.0007419878,0.0005754967,0.00325656,0.001170081,0.941568,0.00852068,0.008254015,0.000521394],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786575,0.001313112,0.01082771,0.007916843,0.0003309,0.000299004,0.00002063598,0.00009098555,0.0005432511],"genre_scores_gemma":[0.9789275,0.000285234,0.02048839,0.00007517579,0.00001674384,0.00003937875,0.000004142081,0.000003128981,0.0001602874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4696825,"threshold_uncertainty_score":0.4529376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0711060402217283,"score_gpt":0.3569230156014656,"score_spread":0.2858169753797373,"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."}}