{"id":"W590997733","doi":"","title":"Development of an ITS Strategy for Provincial Ring Roads, Edmontonand Calgary, Canada","year":2005,"lang":"en","type":"article","venue":"12th World Congress on Intelligent Transport SystemsITS AmericaITS JapanERTICO","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software deployment; Plan (archaeology); Ring road; Transportation planning; Transport engineering; Strategic planning; Transportation infrastructure; Business; Environmental planning; Development plan; Engineering; Civil engineering; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002320821,0.0005049662,0.0008463334,0.0003150552,0.000173039,0.00003193723,0.0003878908,0.00009682158,0.0001925568],"category_scores_gemma":[0.000009513101,0.0004851623,0.00018555,0.0005165925,0.00004821875,0.0003208483,0.000004678056,0.0002117933,0.00001179575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003362826,"about_ca_system_score_gemma":0.0005039745,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01470885,"about_ca_topic_score_gemma":0.6520197,"domain_scores_codex":[0.9965441,0.00003081145,0.001618949,0.0004631172,0.0006859591,0.0006570896],"domain_scores_gemma":[0.9986307,0.0000839791,0.0002600678,0.000365453,0.0002535255,0.0004062805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006460627,0.000521578,0.003102031,0.001688426,0.001414015,0.0000469147,0.004099738,0.8103259,0.01026264,0.001256907,0.0004536662,0.1661821],"study_design_scores_gemma":[0.002467412,0.0004433829,0.03651753,0.001152396,0.0008004931,0.00001844276,0.002088354,0.1643322,0.5606316,0.000005584725,0.228686,0.00285669],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978344,0.0007480885,0.01460653,0.00008985044,0.001117106,0.001453896,0.0002760532,0.0003539155,0.003010511],"genre_scores_gemma":[0.9967966,0.00003100899,0.001206809,0.00008196361,0.0001802569,0.0001704584,0.0002356096,0.0000873977,0.001209894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6459937,"threshold_uncertainty_score":0.99976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02211897415329636,"score_gpt":0.2470027559928324,"score_spread":0.2248837818395361,"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."}}