{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008250031,0.0007663647,0.0004587283,0.004300968,0.0006505201,0.001193884,0.001059042,0.0007678589,0.001708301],"category_scores_gemma":[0.003577585,0.0002866671,0.0002967666,0.001120119,0.0004510977,0.001121719,0.0008550444,0.0004822536,0.0005893136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007305559,"about_ca_system_score_gemma":0.001361487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01089046,"about_ca_topic_score_gemma":0.01681518,"domain_scores_codex":[0.9987354,0.0002498523,0.00008011466,0.0002631407,0.0005264474,0.000145093],"domain_scores_gemma":[0.9968597,0.000726931,0.0006669966,0.0003590272,0.001269074,0.0001183669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004452032,0.0003440344,0.1254337,0.0004627552,0.0001042201,0.00126076,0.002211985,0.02346444,0.07140519,0.002012603,0.006423895,0.7664312],"study_design_scores_gemma":[0.00007792865,0.0009024407,0.2522766,0.0003488006,0.0002276596,0.003552081,0.006938452,0.5878971,0.1107009,0.008134621,0.02873366,0.0002097744],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5160308,0.001451447,0.4643718,0.0008751832,0.0001073253,0.0006738135,0.001137538,0.004458112,0.01089388],"genre_scores_gemma":[0.8849098,0.0005869394,0.1107245,0.0001015436,0.00003427911,0.00007383493,0.0007821147,0.00007468704,0.002712331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01089046,"threshold_uncertainty_score":0.02165413,"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."}}