{"id":"W4395685733","doi":"10.2139/ssrn.4807440","title":"Development of a Novel Real-Time Road Safety Evaluation System at Intersections","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Traffic and Road Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Transport engineering; Computer science; Real-time computing; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001053876,0.0009865602,0.001177625,0.00133683,0.0004481633,0.001189978,0.001476129,0.0008063975,0.007313997],"category_scores_gemma":[0.001725521,0.0004308714,0.0002929547,0.0005399385,0.0002231686,0.00108643,0.0009001331,0.0006279644,0.003874555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005114521,"about_ca_system_score_gemma":0.001090752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003053492,"about_ca_topic_score_gemma":0.002567991,"domain_scores_codex":[0.9992226,0.0001252202,0.0000554796,0.0002380249,0.0002932987,0.0000653586],"domain_scores_gemma":[0.9982722,0.0003331323,0.000133835,0.000194261,0.0008649683,0.0002016638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002327593,0.001135889,0.01685998,0.0004958757,0.0002813825,0.000538078,0.0005955276,0.03029839,0.3278466,0.002344643,0.02212444,0.5951516],"study_design_scores_gemma":[0.0004063548,0.001294359,0.01434835,0.00004850458,0.0002263995,0.000434906,0.0001736852,0.8002189,0.1566656,0.001127248,0.02493628,0.0001193353],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07563981,0.000135731,0.8665331,0.0001431303,0.000171856,0.0008464376,0.00104184,0.05209463,0.003393422],"genre_scores_gemma":[0.5015426,0.0001150304,0.4860514,0.0001878545,0.0001069291,0.0008350214,0.002058283,0.0007862028,0.008316768],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007313997,"threshold_uncertainty_score":0.02446777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01266713990865077,"score_gpt":0.241930275792464,"score_spread":0.2292631358838133,"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."}}