{"id":"W4413018926","doi":"10.1371/journal.pone.0329663","title":"Can cognitive function tests discriminate between patients with glioma and healthy controls prior to treatment? A systematic review","year":2025,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Barts Charity","keywords":"Glioma; Cognition; Triage; Medicine; Cognitive test; Neuroimaging; Referral; Internal medicine; Psychiatry; Family medicine","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":[0.01127181,0.001324937,0.01022631,0.008413805,0.0006984327,0.002770299,0.002531311,0.002480878,0.004544912],"category_scores_gemma":[0.08210192,0.001124939,0.009344897,0.008192252,0.001158154,0.002905606,0.001509222,0.001385869,0.0003722736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004758561,"about_ca_system_score_gemma":0.01351349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01518965,"about_ca_topic_score_gemma":0.03592784,"domain_scores_codex":[0.9889477,0.003710924,0.004356379,0.0009004002,0.001761249,0.0003232497],"domain_scores_gemma":[0.9392646,0.04748442,0.00850504,0.00104972,0.003331632,0.0003645399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002115393,0.000008325233,0.0008745005,0.9749877,0.008293841,0.00005392347,0.0001438639,0.00005111096,0.00004692809,0.0001045944,0.0009969347,0.01422676],"study_design_scores_gemma":[0.0003323907,0.0001728313,0.005739394,0.9178951,0.06722761,0.0002690898,0.0002169561,0.00007054759,0.00009811756,0.0002476025,0.007692469,0.00003773671],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002271479,0.9945093,0.0002003935,0.0003989803,0.0001425007,0.0007877932,0.001340143,0.00001411337,0.0003353902],"genre_scores_gemma":[0.03724866,0.9576641,0.0008750093,0.0009188862,0.00011004,0.002009136,0.0009910824,0.00001155956,0.0001715168],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01518965,"threshold_uncertainty_score":0.05961174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06057626816743532,"score_gpt":0.3174337847637518,"score_spread":0.2568575165963164,"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."}}