{"id":"W12202212","doi":"10.17077/drivingassessment.1141","title":"Peripheral Motion Contrast Sensitivity and Older Drivers' Detection Failure Accident Risk","year":2005,"lang":"en","type":"article","venue":"","topic":"Traffic and Road Safety","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Sensitivity (control systems); Contrast (vision); Peripheral; Accident (philosophy); Computer science; Artificial intelligence; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000368004,0.0002990556,0.0002163812,0.0008999286,0.0002413464,0.0003150498,0.0001446443,0.000338883,0.00207609],"category_scores_gemma":[0.003404951,0.0001915862,0.0001997427,0.0003124281,0.0002192726,0.0002952598,0.0003086366,0.0002853332,0.0002458411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001282823,"about_ca_system_score_gemma":0.00009223184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003223305,"about_ca_topic_score_gemma":0.003209993,"domain_scores_codex":[0.9998127,0.00002701831,0.00003318349,0.0000254506,0.00005112156,0.00005064426],"domain_scores_gemma":[0.9979399,0.0004164513,0.0009602791,0.00007379738,0.0002852354,0.0003243492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001220663,0.0000538927,0.9978837,0.000004485654,0.00001150131,0.00008423754,0.000158069,0.0000317351,0.0003675279,0.000005892347,0.00003447962,0.00124231],"study_design_scores_gemma":[0.000004087394,0.0001485338,0.9990557,0.000001361046,0.000007076932,0.000440233,0.00009001422,0.000101824,0.00008662356,0.000012188,0.0000504105,0.000001987096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998492,0.00002722483,0.00001326261,0.000005474926,0.0000010689,0.000001223734,0.00002208132,9.616581e-7,0.00007936741],"genre_scores_gemma":[0.9998313,0.00001306217,0.00001331196,0.000003022411,0.000002209882,0.000001051196,0.00003755894,2.661274e-7,0.00009804365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003223305,"threshold_uncertainty_score":0.006945193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002072326124615654,"score_gpt":0.1647345941012139,"score_spread":0.1626622679765983,"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."}}