{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004042619,0.0007527163,0.001284853,0.004382586,0.006643831,0.002596403,0.002430469,0.0008187068,0.003241688],"category_scores_gemma":[0.009124887,0.0007444644,0.003070743,0.0121623,0.001284955,0.0008863021,0.002867721,0.001985205,0.0003533997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03070447,"about_ca_system_score_gemma":0.05569169,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9949762,"about_ca_topic_score_gemma":0.9949168,"domain_scores_codex":[0.9963208,0.0005309761,0.0003125207,0.0007430567,0.001026141,0.001066419],"domain_scores_gemma":[0.9907713,0.0009289281,0.001212059,0.0007498487,0.005150372,0.00118749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009442305,0.00004020767,0.9895113,0.0001095072,0.0006217153,0.00006171886,0.001103754,0.0005431935,0.0001052683,0.0004148165,0.00365267,0.003741427],"study_design_scores_gemma":[0.00002243868,0.0000399038,0.9904642,0.0001669682,0.0004313219,0.00002821226,0.003022921,0.002079667,0.00007878411,0.0001625486,0.003443516,0.0000596252],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9406021,0.002218636,0.002729161,0.001654595,0.0001050295,0.0004061876,0.04903052,0.00009200246,0.003161781],"genre_scores_gemma":[0.9701599,0.001128025,0.004408694,0.0003659667,0.00002502831,0.0006212152,0.02151033,0.00003993087,0.001740929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03070447,"threshold_uncertainty_score":0.2227775,"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."}}