{"id":"W2979801885","doi":"10.2478/udi-2019-0017","title":"Investigating factors affecting the mode choices of commuters in Kuwait city &amp; surrounding urban areas: Strategies for a higher quality and more sustainable public transport system","year":2019,"lang":"en","type":"article","venue":"Urban Development Issues/Problemy Rozwoju Miast","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Public transport; Socioeconomic status; Sustainable transport; Sample (material); Transportation planning; Business; Transport engineering; Population; Traffic congestion; Nationality; Quality (philosophy); Geography; Marketing; Economic growth; Immigration; Sustainability; Environmental health; Engineering; Economics; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005127569,0.0002148941,0.0001606895,0.0005038137,0.0012839,0.001148789,0.0003582995,0.0003246886,0.003164014],"category_scores_gemma":[0.0008948693,0.0001609661,0.000296338,0.0007019821,0.0003930554,0.0006223329,0.0004645862,0.0004063182,0.0002415345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007912322,"about_ca_system_score_gemma":0.001395999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05600829,"about_ca_topic_score_gemma":0.1123886,"domain_scores_codex":[0.9997703,0.0001015855,0.00001871305,0.00002133763,0.00002866081,0.0000593936],"domain_scores_gemma":[0.9993991,0.0001187139,0.0001899377,0.00002097919,0.0001136537,0.0001576596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003482157,0.0001815241,0.9734839,0.00009096679,0.00002482915,0.0002785557,0.01291567,0.0001467898,0.0009706612,0.0001713271,0.0004125855,0.01128839],"study_design_scores_gemma":[0.000002186911,0.00009418201,0.9182588,0.0000637502,0.00001841753,0.00006921781,0.07957195,0.000348412,0.0001760775,0.00007356037,0.001311871,0.00001163605],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988468,0.00005542616,0.00005794817,0.0001955617,0.000002898509,0.00001817204,0.00004394713,0.00000130735,0.0007780746],"genre_scores_gemma":[0.9990618,0.0001328752,0.0002882907,0.00004179972,0.000002742559,0.00001947534,0.00003982874,8.184369e-7,0.0004123812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05600829,"threshold_uncertainty_score":0.1113645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07192427003140353,"score_gpt":0.3366573135720312,"score_spread":0.2647330435406277,"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."}}