{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000751156,0.0002459565,0.000460506,0.0001572317,0.0004742204,0.00002493333,0.0002620478,0.0001519182,0.00002021423],"category_scores_gemma":[0.00006354011,0.0001693347,0.0001639208,0.0007287503,0.0004619979,0.0001366219,0.000005838294,0.0002782758,0.000001412597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001451732,"about_ca_system_score_gemma":0.0005202406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002162355,"about_ca_topic_score_gemma":0.00373254,"domain_scores_codex":[0.9981323,0.00005518887,0.0006802322,0.0004059579,0.0003506282,0.0003757086],"domain_scores_gemma":[0.9987654,0.0005399021,0.0001441826,0.0002859643,0.000135038,0.0001295258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007246109,0.0008798643,0.02928638,0.0004539564,0.0008612109,0.0005315666,0.8894621,0.0007924047,0.0002031651,0.02831542,0.00005470957,0.04843469],"study_design_scores_gemma":[0.003190524,0.002242655,0.4187947,0.01033974,0.003018813,0.00000959347,0.4981817,0.0007200225,0.02865024,0.0244909,0.006950817,0.003410289],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937141,0.0007591361,0.003889123,0.0001419469,0.0003390191,0.0006010837,0.0003011503,0.00007009311,0.0001843455],"genre_scores_gemma":[0.9933771,0.00006090639,0.005932823,0.00006204956,0.000334513,0.0001044968,0.00004903343,0.000029402,0.00004968028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3912803,"threshold_uncertainty_score":0.690527,"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."}}