{"id":"W1976599054","doi":"10.1093/geront/47.5.578","title":"Transportation and Aging: A Research Agenda for Advancing Safe Mobility","year":2007,"lang":"en","type":"review","venue":"The Gerontologist","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":319,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Quality of life (healthcare); Transport engineering; Business; Gerontology; Engineering; Medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.007752434,0.0003467111,0.001315445,0.0001469757,0.002165577,0.00001458553,0.0004274998,0.0004234779,0.00003307404],"category_scores_gemma":[0.001633648,0.0002086992,0.0002179932,0.0002548587,0.000584864,0.00006402135,0.0001033913,0.001601213,0.00004010442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004683984,"about_ca_system_score_gemma":0.00074967,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001570417,"about_ca_topic_score_gemma":0.04016683,"domain_scores_codex":[0.9956192,0.00141352,0.001007178,0.0006016423,0.0003059068,0.001052502],"domain_scores_gemma":[0.9896111,0.008865224,0.0004133781,0.0006718535,0.0003476699,0.00009076113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001376829,0.00004251253,0.0005150987,0.04520825,0.00008598061,0.000003178868,0.003046873,1.121799e-7,9.920261e-8,0.0004989217,0.01151837,0.9390668],"study_design_scores_gemma":[0.0002051232,0.00005928677,0.001598166,0.0102654,0.0002473948,0.000001975541,0.002392054,0.000001567944,7.526028e-8,0.0005586258,0.9844775,0.0001928517],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008127156,0.98985,0.0007547743,0.0005532295,0.0007064902,0.005467145,0.0001394964,0.0001092122,0.002338369],"genre_scores_gemma":[0.0002108342,0.9915939,0.0007610354,0.0001492421,0.0004044456,0.002020227,0.00008108074,0.00005409197,0.004725133],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9729591,"threshold_uncertainty_score":0.9991335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5825666779340646,"score_gpt":0.6317667896287964,"score_spread":0.04920011169473182,"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."}}