{"id":"W4385753011","doi":"10.5194/ica-abs-6-94-2023","title":"Using Least Cost Path Analysis to Plan a New Bypass Route on Highway 401 to Mitigate Traffic Congestion and Impacts in the City of Toronto, Ontario","year":2023,"lang":"en","type":"article","venue":"Abstracts of the ICA","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Traffic congestion; Transport engineering; Plan (archaeology); Computer science; Geography; Engineering; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004707299,0.0007000093,0.0004713206,0.001275465,0.001470335,0.001300386,0.0006364435,0.0005386755,0.00290697],"category_scores_gemma":[0.001683253,0.0004375731,0.0005195487,0.001289767,0.0006263661,0.0003687821,0.0003978388,0.0004082128,0.0001959589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0120474,"about_ca_system_score_gemma":0.0191269,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9359776,"about_ca_topic_score_gemma":0.9733514,"domain_scores_codex":[0.9996265,0.00008676881,0.00001365399,0.0000615401,0.00009826908,0.000113161],"domain_scores_gemma":[0.9994646,0.0001858469,0.00005979548,0.0000212996,0.0001957287,0.00007268415],"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":[0.0004529123,0.0003335493,0.08291542,0.0001687941,0.0001580792,0.0003493897,0.0006772928,0.8489848,0.002993559,0.002329528,0.00438132,0.05625536],"study_design_scores_gemma":[0.00006785753,0.0001812612,0.05910628,0.00001670415,0.00008289314,0.00002374022,0.00143354,0.9360635,0.0006758914,0.000660328,0.001655442,0.00003247121],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815631,0.0001133238,0.009751381,0.0002380227,0.00002138677,0.0002229431,0.001577933,0.0001956279,0.006316322],"genre_scores_gemma":[0.983652,0.00006524262,0.01241242,0.00001335399,0.000002758664,0.00003370184,0.001013581,0.00002189052,0.00278503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06402242,"threshold_uncertainty_score":0.1287989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05087913815811224,"score_gpt":0.2844590981574517,"score_spread":0.2335799599993394,"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."}}