{"id":"W3163441265","doi":"10.1061/jtepbs.0000537","title":"Social Impact Analysis of Various Road Capacity Expansion Options: A Case of Managed Highway Lanes","year":2021,"lang":"en","type":"article","venue":"Journal of Transportation Engineering Part A Systems","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Toll; Transport engineering; Occupancy; Toll road; Value of time; Fuel efficiency; Business; Vehicle miles of travel; Consumption (sociology); Traffic volume; Travel time; Environmental economics; Economics; Engineering; Civil engineering","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":[0.0007430618,0.0001057373,0.0004877764,0.0004551018,0.000112986,0.00002555408,0.00007665221,0.0001099701,0.00003973768],"category_scores_gemma":[0.00005514205,0.0001035221,0.0003456584,0.001216424,0.00003556168,0.0002443358,6.072111e-7,0.0001220823,2.732295e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005826323,"about_ca_system_score_gemma":0.0001529749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00182108,"about_ca_topic_score_gemma":0.001347501,"domain_scores_codex":[0.9983211,0.000127006,0.0008972588,0.0001020752,0.0004170806,0.0001354761],"domain_scores_gemma":[0.9983711,0.00009551302,0.0006908863,0.00008257337,0.0006753386,0.00008460612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00002670773,0.00007735591,0.009755651,0.0001405735,0.0008430642,0.0002383963,0.0225522,0.9632215,0.0009762035,0.002040782,0.00005516697,0.00007234695],"study_design_scores_gemma":[0.002664167,0.0002718141,0.869624,0.0009628959,0.007840656,0.0002053189,0.0271481,0.08640935,0.001272747,0.00003418147,0.002773753,0.0007930057],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9631416,0.000381416,0.0357646,0.00004237578,0.0003762497,0.00008812926,0.0001363579,0.00002690923,0.00004237617],"genre_scores_gemma":[0.9985948,0.00007935013,0.001057993,0.000002012162,0.00009985053,0.000003183167,0.0001058493,0.000009678019,0.0000473208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8768122,"threshold_uncertainty_score":0.422151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02359109560129391,"score_gpt":0.2925841759055093,"score_spread":0.2689930803042154,"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."}}