{"id":"W1824637206","doi":"","title":"Automated Roundabout Safety Analysis: Diagnosis and Remedy of Safety Issues","year":2015,"lang":"en","type":"article","venue":"Transportation Research Board 94th Annual MeetingTransportation Research Board","topic":"Traffic and Road Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Roundabout; Transport engineering; Popularity; Poison control; Risk analysis (engineering); Engineering; Computer science; Business; Medical emergency","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.007820535,0.0005126708,0.001046326,0.002247727,0.0005847499,0.0001331389,0.0006494399,0.0004635898,0.000228422],"category_scores_gemma":[0.0004132631,0.000510648,0.0003066158,0.005641526,0.001058778,0.0008578135,0.00001964674,0.001480114,0.0000568746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002920887,"about_ca_system_score_gemma":0.0004383237,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007446626,"about_ca_topic_score_gemma":0.01898974,"domain_scores_codex":[0.9903651,0.001023856,0.00187768,0.0009599396,0.004162202,0.001611198],"domain_scores_gemma":[0.9930021,0.001062866,0.0001667354,0.0007082414,0.003914812,0.001145237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003657001,0.000686808,0.626256,0.001959715,0.002915704,0.0002657345,0.05345679,0.2642066,0.0007546101,0.008262965,0.02574252,0.01183555],"study_design_scores_gemma":[0.002472922,0.0005489084,0.912666,0.0002747551,0.0003334625,5.980099e-7,0.01536557,0.01596804,0.001318498,0.0003766521,0.04999467,0.0006799857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856073,0.002875596,0.002193707,0.001292289,0.0002518079,0.00179927,0.001671335,0.001629918,0.002678803],"genre_scores_gemma":[0.9901682,0.004676823,0.002979871,0.00002053997,0.0001358201,0.000291805,0.001137042,0.0001195081,0.0004703507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2864099,"threshold_uncertainty_score":0.9997345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0544747541926836,"score_gpt":0.3658973657207717,"score_spread":0.3114226115280881,"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."}}