{"id":"W2071953012","doi":"10.1080/15389588.2011.607479","title":"Fluctuating Attentional Demand in a Simulated Driving Assessment: The Roles of Age and Driving Complexity","year":2011,"lang":"en","type":"article","venue":"Traffic Injury Prevention","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University; University of Ottawa","funders":"","keywords":"Poison control; Context (archaeology); Driving simulator; Cognition; Human factors and ergonomics; Psychology; Injury prevention; Cognitive resource theory; Task (project management); Developmental psychology; Audiology; Cognitive psychology; Simulation; Computer science; Engineering; Medicine; Medical emergency","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":[],"consensus_categories":[],"category_scores_codex":[0.001624514,0.0001695803,0.0003149586,0.0001403851,0.0006442934,0.000009858522,0.0001569019,0.0001104131,0.0001719232],"category_scores_gemma":[0.0001925779,0.0001348874,0.0000752292,0.0002246542,0.0001937291,0.0001973942,0.0002045497,0.000490665,0.00000703563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008135764,"about_ca_system_score_gemma":0.00007128589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006267693,"about_ca_topic_score_gemma":0.005905369,"domain_scores_codex":[0.9974779,0.000872536,0.0007569385,0.0002836057,0.0002495063,0.0003594849],"domain_scores_gemma":[0.9987885,0.000452028,0.0004001466,0.0002174218,0.0001009719,0.00004092669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003048961,0.0003304558,0.9561688,0.0003565157,0.0001322165,0.000005414383,0.02674102,0.0003017999,0.001917127,0.002813032,0.0001283294,0.01107482],"study_design_scores_gemma":[0.0007217547,0.00008823038,0.9820401,0.001112153,0.00005060863,8.98825e-7,0.003396858,0.009520348,0.00002454861,0.00289356,0.0000204401,0.0001304909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965529,0.00005337018,0.001004566,0.000118507,0.0001873845,0.0008029782,0.000004373956,0.00008302677,0.001192881],"genre_scores_gemma":[0.9979014,0.00002863602,0.001658034,0.00002739408,0.0000551604,0.00004323159,0.00001419251,0.00002051823,0.0002514108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02587132,"threshold_uncertainty_score":0.5500547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0869060291375354,"score_gpt":0.4066739054827631,"score_spread":0.3197678763452277,"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."}}