{"id":"W2550787464","doi":"","title":"DO CANADIANS ENJOY CONGESTED TRAVEL? MEASURING COMMUTE SATISFACTION AND THE EFFECTS OF CONGESTION IN CANADIAN CITIES","year":2013,"lang":"en","type":"article","venue":"","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Traffic congestion; Business; Advertising; Demographic economics; Transport engineering; Economics; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001630446,0.0006306815,0.0006959839,0.002649079,0.006104207,0.002943006,0.00222776,0.001030975,0.003041662],"category_scores_gemma":[0.00732184,0.0004635312,0.001299237,0.009969426,0.001455568,0.000984678,0.001483559,0.001288697,0.0002693502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0454868,"about_ca_system_score_gemma":0.04063986,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9980571,"about_ca_topic_score_gemma":0.9988914,"domain_scores_codex":[0.9976581,0.0002323009,0.0001193425,0.0002139732,0.001017244,0.0007590936],"domain_scores_gemma":[0.9940795,0.0003916757,0.0009781482,0.0001238871,0.003001071,0.001425789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001130436,0.0001184998,0.9850152,0.00006899983,0.0001156769,0.00005855946,0.004039458,0.00044239,0.00009844628,0.0003205138,0.002795936,0.006813237],"study_design_scores_gemma":[0.000005654214,0.00001935037,0.9935261,0.00003068419,0.0000253953,0.00001185971,0.004842476,0.0002695151,0.00002698859,0.00002810033,0.001190886,0.00002308571],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917117,0.0005091715,0.00008897575,0.0005783714,0.00002487217,0.00005075326,0.002102779,0.000007560803,0.004925907],"genre_scores_gemma":[0.9974149,0.0003715177,0.0001755283,0.0001070188,0.000007918162,0.00002744557,0.001087151,0.000004039044,0.0008044189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0454868,"threshold_uncertainty_score":0.3300313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01382127667174094,"score_gpt":0.2338791081429184,"score_spread":0.2200578314711774,"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."}}