{"id":"W170792156","doi":"","title":"Investigating Effects of Psychological Factors on Commuting Mode Choice Behavior","year":2012,"lang":"en","type":"article","venue":"Transportation Research Board 91st Annual MeetingTransportation Research Board","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Structural equation modeling; Mode (computer interface); Social psychology; Likert scale; Habit; Developmental psychology; Statistics; Mathematics; Computer science","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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.009330534,0.0004902021,0.0007441707,0.001109229,0.002552281,0.0001600196,0.001251134,0.000631282,0.0004053631],"category_scores_gemma":[0.00253675,0.0004691282,0.0003841941,0.003155535,0.00312549,0.0015424,0.00001752527,0.002757015,0.00006097728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003102465,"about_ca_system_score_gemma":0.000408914,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05605609,"about_ca_topic_score_gemma":0.02843777,"domain_scores_codex":[0.9854115,0.003059303,0.001534196,0.00103027,0.006181468,0.002783251],"domain_scores_gemma":[0.9888018,0.005972451,0.0004000219,0.0007452014,0.002716125,0.001364337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001468239,0.001320761,0.9396992,0.00042459,0.00004082217,0.00001767747,0.04515107,0.00005718133,0.003816598,0.007515635,0.0005828456,0.001226783],"study_design_scores_gemma":[0.0009714816,0.0004879996,0.9708957,0.0003956355,0.00005960684,3.051824e-8,0.01718623,0.000009369862,0.0063143,0.0006189366,0.00261902,0.0004416568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916985,0.0002537513,0.00008624888,0.0004638482,0.0004649538,0.002550478,0.0002344575,0.0002922433,0.003955541],"genre_scores_gemma":[0.9968902,0.0001376705,0.001002221,0.00006909784,0.0005045699,0.0004969229,0.0003467756,0.0000881101,0.0004643619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03119651,"threshold_uncertainty_score":0.9997761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1462171912799243,"score_gpt":0.4798574029303067,"score_spread":0.3336402116503824,"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."}}