{"id":"W4388486568","doi":"10.1093/nop/npad072","title":"Long-term neurocognitive and psychological outcomes in meningioma survivors: Individual changes over time and radiation dosimetry","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology Practice","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; Hospital for Sick Children; Princess Margaret Cancer Centre; University of Toronto","funders":"Ontario Ministry of Health and Long-Term Care; Princess Margaret Cancer Foundation","keywords":"Neurocognitive; Dosimetry; Term (time); Meningioma; Medicine; Psychology; Medical physics; Clinical psychology; Nuclear medicine; Psychiatry; Radiology; Cognition; Physics","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":[0.0008639826,0.0002131263,0.0004246065,0.0005120728,0.00009349061,0.00005506036,0.00008428875,0.0002005877,0.00008026103],"category_scores_gemma":[0.002236496,0.0001893252,0.00003454743,0.0005264411,0.0001242795,0.0002994264,0.0002282488,0.0004202494,0.0000897361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003482041,"about_ca_system_score_gemma":0.0000215387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002121275,"about_ca_topic_score_gemma":0.00001596817,"domain_scores_codex":[0.9979254,0.0005687153,0.0002793425,0.000575817,0.0002915807,0.0003591566],"domain_scores_gemma":[0.9964666,0.002957367,0.0001960875,0.0001901787,0.00003892077,0.0001508217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001624677,0.001083242,0.883944,0.00008804951,0.0003020014,0.02176634,0.001850058,0.000001556484,0.01766193,0.0001463129,0.002576483,0.06895534],"study_design_scores_gemma":[0.003058125,0.002509559,0.989057,0.00001716485,0.0002870744,0.001430104,0.0001501005,0.0001326028,0.0002581313,0.00001932607,0.002917293,0.0001635285],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872173,0.0001494165,0.000004880686,0.009066073,0.0003056609,0.000718472,0.0000103063,0.0001334187,0.002394472],"genre_scores_gemma":[0.9959457,0.000209071,0.0001538792,0.003121053,0.0001150637,0.0000678408,0.00005550735,0.0000243647,0.0003075109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.105113,"threshold_uncertainty_score":0.7720459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05371787512042551,"score_gpt":0.372428022951491,"score_spread":0.3187101478310654,"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."}}