{"id":"W2140853440","doi":"10.1136/injuryprev-2012-040590u.30","title":"Decreasing driver speeding on a simulated drive with feedback and reinforcement","year":2012,"lang":"en","type":"article","venue":"Injury Prevention","topic":"Behavioral and Psychological Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph's Care Group; Lakehead University","funders":"","keywords":"Reinforcement; Speed limit; Reinforcement learning; Simulation; Computer science; Driving simulator; Limit (mathematics); Engineering; Psychology; Mathematics; Social psychology; Artificial intelligence; Transport 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001768129,0.0001382409,0.0001377949,0.0000474816,0.0001248864,0.00001921568,0.00004741269,0.00008834466,0.0009281005],"category_scores_gemma":[0.000007451722,0.00009758256,0.00003980288,0.0001099857,0.0000623919,0.0001291534,0.00003334413,0.0001318974,0.0002061539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003074186,"about_ca_system_score_gemma":0.000001961276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003469819,"about_ca_topic_score_gemma":0.000002210292,"domain_scores_codex":[0.999147,0.00006947255,0.0001648124,0.0002061915,0.0001260779,0.0002864674],"domain_scores_gemma":[0.9996309,0.00003379742,0.00008867116,0.0001241083,0.00002686131,0.00009562072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003720538,0.001745089,0.5064023,0.00003008269,0.0004587023,0.00002199366,0.006587428,0.00003279215,0.003865991,0.01900002,0.005862102,0.452273],"study_design_scores_gemma":[0.001456774,0.001878829,0.9824613,0.0001554168,0.0001303076,0.00001888301,0.0005569491,0.00001176279,0.0004608773,0.0008102139,0.01173395,0.0003247779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801742,0.0001767672,0.0002754273,0.00009219132,0.0003336396,0.0002777181,0.000002073252,0.00006148456,0.01860649],"genre_scores_gemma":[0.9966197,0.00001762622,0.0002421863,0.0001609897,0.0001317778,0.00001472831,0.00000827363,0.00001092898,0.002793787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.476059,"threshold_uncertainty_score":0.9999852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1263186786394352,"score_gpt":0.3656154628049221,"score_spread":0.2392967841654868,"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."}}