{"id":"W4311845199","doi":"10.1136/ip-2022-044779","title":"Effect of psychosocial interventions on risky driving behaviours among offender drivers by using simulated and real driving: study protocol for a non-randomised controlled trial","year":2022,"lang":"en","type":"article","venue":"Injury Prevention","topic":"Traffic and Road Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Psychosocial; Anger; Psychological intervention; Aggressive driving; Poison control; Driving simulator; Injury prevention; Intervention (counseling); Randomized controlled trial; Human factors and ergonomics; Applied psychology; Suicide prevention; Psychology; Engineering; Clinical psychology; Medicine; Simulation; Environmental health; Psychiatry","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":[0.001143868,0.0002228934,0.0005462831,0.0001631997,0.0003055988,0.00002565908,0.0001160367,0.00008747399,0.00005076778],"category_scores_gemma":[0.00004811252,0.0002133416,0.0004724379,0.0001491779,0.00003700948,0.0001202182,0.0000476483,0.0002278497,2.106564e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001391974,"about_ca_system_score_gemma":0.00002012204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003258073,"about_ca_topic_score_gemma":0.0000206795,"domain_scores_codex":[0.9981144,0.0005079241,0.0006379421,0.0002657614,0.0002586753,0.0002152644],"domain_scores_gemma":[0.9992264,0.0002575414,0.0002690878,0.0001566342,0.0000318219,0.00005854552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.7958794,0.006530365,0.05149285,0.00071968,0.002451184,0.000006472756,0.002980387,0.1119512,0.005761825,0.00001592716,0.002536932,0.01967379],"study_design_scores_gemma":[0.9109539,0.01149181,0.009783157,0.0002612962,0.0007973135,6.121043e-7,0.0002529921,0.06555831,0.0005096556,0.00001586416,0.00003007281,0.0003450334],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8004078,0.000001345975,0.001448458,0.000002159432,0.0003766492,0.1975792,0.00002245112,0.0001087666,0.00005308437],"genre_scores_gemma":[0.9194543,5.166763e-7,0.00002807654,6.485455e-7,0.00005845358,0.08031707,0.00002241419,0.00004121373,0.00007729806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1190465,"threshold_uncertainty_score":0.8699819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01732009170424407,"score_gpt":0.3490692342166686,"score_spread":0.3317491425124245,"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."}}