{"id":"W2013293070","doi":"10.1016/j.amepre.2008.06.015","title":"Graduated Licensing and Beyond","year":2008,"lang":"en","type":"review","venue":"American Journal of Preventive Medicine","topic":"Traffic and Road Safety","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Traffic Injury Research Foundation","funders":"","keywords":"Crash; Work (physics); Licensure; Compliance (psychology); Business; Public relations; Risk analysis (engineering); Medical education; Medicine; Psychology; Engineering; Political science; Computer science; Social psychology","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":[0.0002310981,0.0003465385,0.002236568,0.0003348324,0.00004585029,0.000004669934,0.000167458,0.00006611405,0.00002435256],"category_scores_gemma":[0.00005932439,0.0002252464,0.0002597608,0.0004501889,0.0005433264,0.00006632703,0.00002488097,0.0006564812,0.000005721458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008178283,"about_ca_system_score_gemma":0.0000786469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004846732,"about_ca_topic_score_gemma":8.418662e-7,"domain_scores_codex":[0.9983526,0.0001552603,0.0008742145,0.0001366059,0.000263186,0.0002180718],"domain_scores_gemma":[0.9987025,0.0002240331,0.0006464197,0.0001352306,0.00009472627,0.0001970752],"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":[0.000003704108,0.00001014409,0.000002991925,0.0007574324,0.0004608262,0.0001265128,0.0004038019,0.00001001686,5.189917e-7,0.000008953414,0.003355942,0.9948592],"study_design_scores_gemma":[0.0003551731,0.0004647772,0.0000898464,0.01319876,0.0009282545,0.003604641,0.0002890936,0.00002319107,3.381524e-7,0.00001411184,0.9807837,0.0002481176],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001023054,0.9968042,0.001291631,0.00005192403,0.0005431545,0.0001376268,0.000004863498,0.00003650886,0.001027776],"genre_scores_gemma":[0.000790928,0.9977126,0.0007378461,0.00002381966,0.0005824682,0.00000131614,0.000007129231,0.00005958761,0.0000843447],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.994611,"threshold_uncertainty_score":0.9185282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01762954636448489,"score_gpt":0.2840601904233397,"score_spread":0.2664306440588548,"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."}}