{"id":"W2341316551","doi":"10.1002/atr.1373","title":"A Cooperative Intelligent Transport Systems (C‐ITS)‐based lane‐changing advisory for weaving sections","year":2016,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Traffic control and management","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Research Council","keywords":"Weaving; Transport engineering; Section (typography); Computer science; Operations research; Engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001744704,0.0001353419,0.0002271463,0.0002423267,0.00005851876,0.000009999954,0.00007397641,0.0000410197,0.00001247565],"category_scores_gemma":[0.000009183386,0.000101031,0.0001415219,0.0001482669,0.000009863565,0.0003164254,3.910036e-7,0.00008084108,0.00000197142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009450493,"about_ca_system_score_gemma":0.00002756428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001085643,"about_ca_topic_score_gemma":0.00005611801,"domain_scores_codex":[0.9990353,0.00001044278,0.0004979683,0.00009919735,0.0001585675,0.0001985304],"domain_scores_gemma":[0.9994538,0.00008528992,0.0001292462,0.00006768359,0.0001943554,0.00006957702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001244789,0.00002971159,0.00004680198,0.0001617792,0.00009605284,0.0000111815,0.000758239,0.9673104,0.01685432,0.0007949441,0.00003254533,0.01377949],"study_design_scores_gemma":[0.06297389,0.006577315,0.1698387,0.01387598,0.004082154,0.0001380407,0.03064698,0.1599372,0.1176732,0.001130331,0.4276567,0.0054694],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1582559,0.0006336333,0.8392557,0.0001205711,0.001136338,0.0003918943,0.00005307727,0.00009728428,0.0000555872],"genre_scores_gemma":[0.9970862,0.0002029095,0.002303551,0.00001625552,0.0001619306,0.00005400506,0.00001345779,0.00002855697,0.00013313],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8388303,"threshold_uncertainty_score":0.4119923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01030278034788757,"score_gpt":0.2234544245362496,"score_spread":0.2131516441883621,"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."}}