{"id":"W7084177069","doi":"","title":"Association Between Public Transit Use and Happiness Across Four Canadian Cities: A Multilevel Analysis Using Longitudinal Data","year":2025,"lang":"en","type":"article","venue":"University Library (University of Saskatchewan)","topic":"Hospitality and Tourism Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Happiness; Public transport; Multilevel model; Educational attainment; Association (psychology); Public health; Population; Scale (ratio); Intervention (counseling)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002118201,0.0001516771,0.0003136204,0.0009902666,0.0007455664,0.0002979393,0.0006434304,0.0001780214,0.0002034811],"category_scores_gemma":[0.00004282046,0.0002220986,0.0001079741,0.001828732,0.0001261733,0.01083474,0.0004904393,0.0001547709,0.000006365381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001638483,"about_ca_system_score_gemma":0.0003853749,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3919045,"about_ca_topic_score_gemma":0.3274059,"domain_scores_codex":[0.998937,0.00003427149,0.0001196805,0.0004093623,0.0001765093,0.0003231871],"domain_scores_gemma":[0.9990826,0.0001002225,0.0002092826,0.0003847616,0.0001591535,0.00006394218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002094773,0.00003297358,0.9932925,0.0001001726,0.0009762395,0.00002360583,0.00315821,0.00003049443,0.000004467845,0.0002622823,0.001372292,0.0007258158],"study_design_scores_gemma":[0.000615066,0.000003686948,0.8994448,0.00004300396,0.00123435,1.879289e-7,0.07109927,0.005275773,0.000001793784,0.0001896207,0.0218545,0.0002379118],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897823,0.00001449388,0.004546014,0.004024734,0.0001030146,0.0001456962,0.000609249,0.00007245402,0.000702024],"genre_scores_gemma":[0.9932713,0.00001684763,0.00100797,0.0001392567,0.00009192141,1.821765e-8,0.0007974221,0.000007728299,0.00466752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09384766,"threshold_uncertainty_score":0.905692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04772439141910212,"score_gpt":0.213883952729761,"score_spread":0.1661595613106589,"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."}}