{"id":"W4292388080","doi":"10.1109/itc-egypt55520.2022.9855682","title":"An Analysis of the Effects of Hyperparameters on the Performance of Simulated Autonomous Vehicles","year":2022,"lang":"en","type":"article","venue":"2022 International Telecommunications Conference (ITC-Egypt)","topic":"Autonomous Vehicle Technology and Safety","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Hyperparameter; Computer science; 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":[0.0003141173,0.0001287018,0.0002641907,0.0003121193,0.0002285016,0.000008685016,0.00223221,0.00006366674,0.0003489503],"category_scores_gemma":[0.0001078018,0.0001021642,0.0001605911,0.000837619,0.0002491653,0.00008379943,0.000314382,0.0004940543,0.000002395584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001303693,"about_ca_system_score_gemma":0.00007716738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001042685,"about_ca_topic_score_gemma":0.00004345724,"domain_scores_codex":[0.9988036,0.0001952976,0.0004593694,0.0001417429,0.0002718078,0.0001282267],"domain_scores_gemma":[0.9976088,0.0007116834,0.0002543614,0.001257074,0.0001484715,0.00001961979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004060952,0.0003801839,0.0292071,0.00003458013,0.001559595,3.844641e-7,0.001104652,0.8793783,0.04458937,0.03265394,0.00005400011,0.0109973],"study_design_scores_gemma":[0.0001854566,0.0001430299,0.09724028,0.00002173045,0.0001713007,0.000001374294,0.0002792085,0.8601962,0.04109318,0.0002007363,0.0003581079,0.0001093605],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975948,0.0001033654,0.0001484956,0.0005242125,0.0001358889,0.0002296642,0.00009455712,0.00007824574,0.001090782],"genre_scores_gemma":[0.999369,0.0001556166,0.0001968829,0.0000595192,0.000003668557,0.0000691697,0.00006331836,0.00001383903,0.00006893876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06803317,"threshold_uncertainty_score":0.4166135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01024075767284761,"score_gpt":0.2303751588773324,"score_spread":0.2201344012044848,"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."}}