{"id":"W7117551641","doi":"10.1007/s40520-025-03223-0","title":"Driving knowledge assessment in cognitively impaired older adults: evidence from geriatric day hospitals","year":2025,"lang":"en","type":"article","venue":"Aging Clinical and Experimental Research","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Discontinuation; Human factors and ergonomics; Injury prevention; Poison control; Suicide prevention; Occupational safety and health; Falls in older adults; Cognitive Assessment System","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006265114,0.0002438422,0.0005998596,0.0003399481,0.001067121,0.0000618779,0.0003851614,0.0002362446,0.0001952037],"category_scores_gemma":[0.003989937,0.0002081891,0.0001021061,0.000772123,0.0005413945,0.000295061,0.001880244,0.002029493,0.0001482291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003431725,"about_ca_system_score_gemma":0.0005786032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002368431,"about_ca_topic_score_gemma":0.0007322031,"domain_scores_codex":[0.9930151,0.003347341,0.001172655,0.0009707659,0.0005007939,0.0009933986],"domain_scores_gemma":[0.9798467,0.01909497,0.0001160936,0.0003711415,0.0003391332,0.0002320346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005252271,0.0004502589,0.9714335,0.0001479671,0.00006119075,0.00001722552,0.01206772,1.101848e-7,0.0004004439,0.00005364269,0.005016867,0.01029858],"study_design_scores_gemma":[0.002606581,0.0001825611,0.9599614,0.009340304,0.00001192534,1.277633e-7,0.02627077,0.000409556,0.0004119941,0.0002864453,0.000320164,0.0001981488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822767,0.008690226,0.00006217884,0.003222579,0.0009037015,0.001395584,0.00001050343,0.00008883329,0.0033497],"genre_scores_gemma":[0.9952974,0.001408367,0.0003436467,0.000266393,0.0004136711,0.0005767415,0.000007614893,0.0000259564,0.001660205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01574763,"threshold_uncertainty_score":0.881725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.158036019434645,"score_gpt":0.5968133064362849,"score_spread":0.43877728700164,"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."}}