{"id":"W4362661197","doi":"10.1155/2023/3400555","title":"Stimulus Perception in Long-Distance Railway Mode Choice","year":2023,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"TRIPS architecture; Perception; Mode choice; Transport engineering; Discrete choice; Stimulus (psychology); Travel behavior; Value of time; Econometrics; Regret; Computer science; Revealed preference; Context (archaeology); Operations research; Economics; Travel time; Geography; Engineering; Public transport; Psychology; Cognitive psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003782747,0.0002703405,0.0003480333,0.0003497469,0.0001897163,0.001425865,0.0003537693,0.0006451405,0.00381455],"category_scores_gemma":[0.01895742,0.0001668029,0.0007318151,0.0004377329,0.0005604268,0.0007920329,0.0007068333,0.0007119905,0.0002364729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008429049,"about_ca_system_score_gemma":0.0003461152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005067458,"about_ca_topic_score_gemma":0.004359587,"domain_scores_codex":[0.9979913,0.001412056,0.0000544318,0.0002399599,0.0001797575,0.0001224574],"domain_scores_gemma":[0.9834098,0.01398804,0.001189926,0.0006649055,0.0004482609,0.0002991062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003213922,0.001028064,0.799299,0.0008969082,0.0004238509,0.0005250923,0.003956273,0.09099637,0.0121327,0.01942794,0.0010348,0.06706507],"study_design_scores_gemma":[0.00007826668,0.0007679596,0.7833846,0.0001167532,0.0001094149,0.000210319,0.002570136,0.1932881,0.001914,0.01590289,0.001582062,0.00007551552],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889498,0.00009864778,0.008298988,0.00009740074,0.000005705156,0.00003820187,0.0002444739,0.00001927219,0.002247606],"genre_scores_gemma":[0.9986036,0.00002958861,0.00107405,0.00001508655,0.000001716449,0.00001432008,0.0001120759,0.00000254854,0.0001469801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005067458,"threshold_uncertainty_score":0.02000535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01486795742491201,"score_gpt":0.3214568206171926,"score_spread":0.3065888631922806,"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."}}