{"id":"W4407071874","doi":"10.3727/152599525x17367484906435","title":"Driving Behavior Change: Modeling the Psychological Determinants of Sustainable Attendee Transportation to Special Events","year":2025,"lang":"en","type":"article","venue":"Event Management","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Tourism; Structural equation modeling; Marketing; Psychology; Business; Advertising; Economic geography; Political science; Economics; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007010298,0.00009518611,0.000139445,0.00009510335,0.0003438673,0.00002474683,0.0003993971,0.00004738567,0.0002000133],"category_scores_gemma":[0.00001149538,0.00007539283,0.00009556839,0.0004215839,0.00004800206,0.0001680625,0.00003140198,0.00007102793,0.000006114263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008838568,"about_ca_system_score_gemma":0.0000160702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006407632,"about_ca_topic_score_gemma":0.003356892,"domain_scores_codex":[0.9986764,0.00006533215,0.0003205765,0.0002689673,0.0003516655,0.0003170767],"domain_scores_gemma":[0.9995905,0.0000147196,0.00006728356,0.0002146497,0.00006270828,0.0000501037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005742192,0.0006096488,0.903262,0.0001072675,0.00003088681,0.00004648868,0.007020764,0.0001893999,0.000006508435,0.02312632,0.0005908462,0.06495251],"study_design_scores_gemma":[0.0002108761,0.00002589417,0.9850634,0.00006106978,0.00009028832,1.46823e-8,0.006532808,0.0001150844,0.00001742816,0.002874676,0.004910933,0.00009748252],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989489,0.00002474653,0.002303407,0.0007845503,0.0004362008,0.001754511,0.000002854612,0.0000279355,0.005176764],"genre_scores_gemma":[0.9952689,0.0000226403,0.0001384057,0.000153353,0.0001967313,0.0004104887,0.000004414745,0.000004646777,0.00380036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0818015,"threshold_uncertainty_score":0.3074431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04259072883715589,"score_gpt":0.3753129949526231,"score_spread":0.3327222661154672,"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."}}