{"id":"W4327747410","doi":"10.21203/rs.3.rs-2692224/v1","title":"Molecular determinants of neurocognitive deficits in glioma: based on 2021 WHO classification","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Cancer-related cognitive impairment studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Peking Union Medical College; Peking Union Medical College Hospital; Tsinghua University","keywords":"Neurocognitive; Cognition; Glioma; Affect (linguistics); Oncology; Medicine; Montreal Cognitive Assessment; Effects of sleep deprivation on cognitive performance; Internal medicine; Cognitive impairment; Psychology; Bioinformatics; Biology; Psychiatry; Cancer research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000278376,0.000244744,0.0002450693,0.001015149,0.0001712577,0.000476991,0.000168467,0.0001726741,0.001176908],"category_scores_gemma":[0.001338857,0.00006242333,0.0002599533,0.0007878522,0.0001515761,0.0002249112,0.0002410751,0.0001737515,0.0002279561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002511434,"about_ca_system_score_gemma":0.0002877772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005252918,"about_ca_topic_score_gemma":0.005666237,"domain_scores_codex":[0.9998265,0.00003961718,0.00002231569,0.00003406939,0.00003850419,0.00003906857],"domain_scores_gemma":[0.9993419,0.000101836,0.0003217401,0.00002953409,0.0000978985,0.000107019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002261807,0.00001470833,0.997192,0.000009907728,0.00003289644,0.00007026566,0.0000322261,0.00004685793,0.0002591192,0.00001838795,0.00008982891,0.002007707],"study_design_scores_gemma":[0.00000403072,0.00005673311,0.9993408,0.000004119059,0.00002141497,0.0001722471,0.00006463905,0.00009492513,0.00007731229,0.00002951229,0.0001323522,0.000001748024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984089,0.0004587464,0.00006641424,0.00003672246,0.00000574568,0.000007947283,0.0003487092,0.000002245689,0.0006646616],"genre_scores_gemma":[0.9993294,0.0001050213,0.00004431846,0.0000089689,0.000005087291,0.000004078832,0.0003726055,8.964637e-7,0.000129441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005252918,"threshold_uncertainty_score":0.0104447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1222908645900083,"score_gpt":0.4380009368521673,"score_spread":0.3157100722621591,"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."}}