{"id":"W3082854818","doi":"10.1155/2020/7843743","title":"Road Markings and Their Impact on Driver Behaviour and Road Safety: A Systematic Review of Current Findings","year":2020,"lang":"en","type":"review","venue":"Journal of Advanced Transportation","topic":"Traffic and Road Safety","field":"Engineering","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transport engineering; Road surface; Road traffic; Plan (archaeology); Poison control; Engineering; Geography; Civil engineering; Environmental health; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002551588,0.000430587,0.002662726,0.0001745833,0.00002978904,0.00001062535,0.0001244845,0.0001164177,0.000008099188],"category_scores_gemma":[0.00002599128,0.0002618294,0.0005069393,0.0002114712,0.00002661874,0.0001933895,0.000002740459,0.000520143,9.86084e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001077255,"about_ca_system_score_gemma":0.00006817355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.83946e-7,"about_ca_topic_score_gemma":0.000001376765,"domain_scores_codex":[0.9977742,0.00005937517,0.001606837,0.0001631389,0.0002485912,0.0001478409],"domain_scores_gemma":[0.9986776,0.00008840733,0.0008847434,0.0001212728,0.00008888732,0.0001390834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00002054215,0.00001635064,0.00001076668,0.6368217,0.0002284947,0.00001431263,0.000445842,0.0003117631,0.000001625932,0.000009022416,0.00001433007,0.3621053],"study_design_scores_gemma":[0.0004882283,0.0002428399,0.004422459,0.9774071,0.003143729,0.0001052622,0.00006092687,0.00002721043,0.000001895485,0.000006382786,0.01376955,0.0003244306],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001299947,0.9971353,0.0003443833,0.00001049031,0.0002426001,0.0007971785,0.0001382485,0.00002380265,0.000007982156],"genre_scores_gemma":[0.009060269,0.9906328,0.0001329005,0.000007315698,0.00004687627,0.00001115056,0.00005730441,0.00004934279,0.000002008831],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3617808,"threshold_uncertainty_score":0.9999834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01257301855721051,"score_gpt":0.2809094699969738,"score_spread":0.2683364514397633,"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."}}