{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00219276,0.0002935681,0.000274601,0.001053245,0.00044744,0.0009820946,0.0003173811,0.0003467498,0.002123118],"category_scores_gemma":[0.01031504,0.000190948,0.0006684331,0.001224071,0.0005698921,0.0004667646,0.0005292479,0.0005345886,0.0001951829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008774863,"about_ca_system_score_gemma":0.0009861924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03104479,"about_ca_topic_score_gemma":0.05542686,"domain_scores_codex":[0.9987814,0.0005426405,0.00007172469,0.00015955,0.0003145133,0.0001301499],"domain_scores_gemma":[0.9859741,0.008039637,0.003073578,0.0007049338,0.001120305,0.001087399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004894637,0.00009971754,0.9965007,0.00001024839,0.00005241517,0.00001358971,0.0004094985,0.00007136803,0.0001241387,0.00003385427,0.00002411646,0.002611388],"study_design_scores_gemma":[7.942276e-7,0.00005119115,0.9993869,0.000002122712,0.000009589176,0.000005530441,0.0003165856,0.0001250292,0.00002989888,0.00001782156,0.00005237258,0.000002128281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990778,0.00004604643,0.0001830857,0.00002047617,0.000002241034,0.00001544934,0.0001371722,0.000003263118,0.0005144358],"genre_scores_gemma":[0.999172,0.00004260568,0.0002928819,0.00001011579,0.000002614311,0.00001957708,0.000224922,0.000001974076,0.0002333923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03104479,"threshold_uncertainty_score":0.06172818,"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."}}