{"id":"W4399564446","doi":"10.1016/j.cstp.2024.101244","title":"Development of an integrated urban modelling framework for examining the impacts of work from home on travel behavior","year":2024,"lang":"en","type":"article","venue":"Case Studies on Transport Policy","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Work (physics); Transport engineering; Travel behavior; Computer science; Environmental planning; Engineering; Environmental science","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":[0.001029357,0.0007285557,0.0005724374,0.00131188,0.0006426105,0.001451558,0.002237051,0.0009564766,0.002730837],"category_scores_gemma":[0.002490951,0.0005873669,0.001388337,0.001511315,0.0005112708,0.001055329,0.001474059,0.0009912065,0.0003141132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003433208,"about_ca_system_score_gemma":0.003603608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2253933,"about_ca_topic_score_gemma":0.2214272,"domain_scores_codex":[0.9993931,0.0002788831,0.00002534084,0.0001074198,0.0001022482,0.00009293803],"domain_scores_gemma":[0.9991661,0.0003848669,0.0001035918,0.00006181272,0.0002196238,0.00006394503],"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":[0.000008194732,0.00002448059,0.003759139,0.00002046694,0.00003122961,0.00003545995,0.0001000596,0.9729413,0.000113264,0.01865921,0.0004627958,0.003844354],"study_design_scores_gemma":[0.000003441438,0.00001149668,0.0008740709,0.00001136688,0.00001164105,0.00001051986,0.00009880001,0.9909095,0.00003976345,0.006629209,0.00139138,0.000008890856],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08670089,0.0003728967,0.8875754,0.001022694,0.00006940782,0.0002641572,0.003496141,0.0004759812,0.02002234],"genre_scores_gemma":[0.7460567,0.0007130768,0.2424702,0.0001256077,0.00005384401,0.0006486913,0.002819627,0.0001271792,0.006985026],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2253933,"threshold_uncertainty_score":0.4481627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1106147000292213,"score_gpt":0.3829455137277425,"score_spread":0.2723308136985212,"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."}}