{"id":"W4415497180","doi":"10.1017/cjn.2025.10430","title":"Return to Driving after a Craniotomy: A Systematic Review and Evidence-Based Approach","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Western University; Dalhousie University; Université Laval; Université de Montréal","funders":"","keywords":"Systematic review; Risk assessment; Poison control; Systematic error","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01754699,0.001888158,0.008628921,0.01838199,0.0008261868,0.00323822,0.002513187,0.002528726,0.003733494],"category_scores_gemma":[0.0817797,0.001337367,0.01274312,0.01328358,0.0009760685,0.002662513,0.001833069,0.001786819,0.0003252442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005493759,"about_ca_system_score_gemma":0.018936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0132005,"about_ca_topic_score_gemma":0.03535347,"domain_scores_codex":[0.9821399,0.005896037,0.007407149,0.001396489,0.00265636,0.0005041017],"domain_scores_gemma":[0.9392687,0.04522806,0.009463158,0.0008670844,0.004693721,0.0004793128],"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":[0.0001654888,0.00001729266,0.001960292,0.9559835,0.02089608,0.0001350361,0.0002133731,0.0001585051,0.00009378336,0.0002961915,0.001238865,0.01884162],"study_design_scores_gemma":[0.0001762816,0.0001370997,0.00458343,0.8690125,0.1159644,0.000300341,0.000259318,0.0001263029,0.0001120235,0.0004927097,0.008797609,0.0000380403],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001675665,0.9950669,0.0004226608,0.0006400139,0.0001822485,0.0007884417,0.0008713905,0.00001239389,0.0003402364],"genre_scores_gemma":[0.036617,0.9569648,0.002141141,0.001317551,0.000160373,0.00192259,0.000715284,0.00001043951,0.0001507939],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01838199,"threshold_uncertainty_score":0.09279847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0680149413096836,"score_gpt":0.3634571321462364,"score_spread":0.2954421908365528,"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."}}