{"id":"W4310972229","doi":"10.1109/iecon49645.2022.9968584","title":"Traffic Enforcement at Intersections Monitored by A Single Fisheye Camera Containing Noisy Detection and Tracking Data","year":2022,"lang":"en","type":"article","venue":"IECON 2022 – 48th Annual Conference of the IEEE Industrial Electronics Society","topic":"Autonomous Vehicle Technology and Safety","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Tracking (education); Computer vision; Artificial intelligence","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":[0.0005132919,0.0002284424,0.0002962536,0.00004424179,0.0007311492,0.00004201999,0.0006981853,0.0002298465,0.0001036927],"category_scores_gemma":[0.00004717967,0.0002354682,0.0001251989,0.0002949143,0.0001714651,0.0002642389,0.0003982345,0.001499022,8.547291e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008871676,"about_ca_system_score_gemma":0.0002096933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001568849,"about_ca_topic_score_gemma":0.0003135744,"domain_scores_codex":[0.9983907,0.0001063096,0.0004212679,0.0003625368,0.000249746,0.0004694243],"domain_scores_gemma":[0.9991157,0.00008432086,0.0001956545,0.0004779267,0.00006550163,0.00006086406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009270012,0.0006611613,0.001291631,0.0001296707,0.002066163,0.000007562268,0.02549903,0.1557601,0.4540688,0.0004803561,0.05558196,0.3035266],"study_design_scores_gemma":[0.006358769,0.002875905,0.0001074516,0.00008704878,0.0003868147,0.0001735526,0.03445765,0.6774253,0.1788205,0.0002540738,0.09762013,0.001432846],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963205,0.0004506999,0.0006493729,0.0002742252,0.0009597084,0.000399121,0.0005680275,0.0002232429,0.0001550932],"genre_scores_gemma":[0.9993904,0.0001058307,0.00001564437,0.00004998957,0.00009490141,0.00005608062,0.0000708209,0.00003110001,0.0001851928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5216652,"threshold_uncertainty_score":0.9602115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0358535349065869,"score_gpt":0.2262553523545386,"score_spread":0.1904018174479517,"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."}}