{"id":"W2810189044","doi":"10.1016/j.jth.2018.05.087","title":"Investigation of Well-Being, Travel Behaviour, Built Environment and Lifestyle Preferences","year":2018,"lang":"en","type":"article","venue":"Journal of Transport & Health","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Ordered probit; TRIPS architecture; Built environment; Travel behavior; Psychology; Multivariate probit model; Nova scotia; Probit; Life satisfaction; Applied psychology; Environmental health; Geography; Transport engineering; Social psychology; Medicine; Engineering; Econometrics; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007470787,0.000306072,0.0003315011,0.0007003847,0.000869858,0.0008171499,0.0002376142,0.0005260963,0.002299963],"category_scores_gemma":[0.001671282,0.000271515,0.0007556306,0.001054085,0.0003302358,0.0006381299,0.0004706245,0.0008399941,0.0003817438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003669257,"about_ca_system_score_gemma":0.000566442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009802788,"about_ca_topic_score_gemma":0.01836678,"domain_scores_codex":[0.9996883,0.0001118166,0.00003124645,0.00004727771,0.00004971625,0.00007171515],"domain_scores_gemma":[0.9989287,0.0001957912,0.0003170228,0.00007125524,0.0001401694,0.0003470524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004558958,0.00158998,0.9917054,0.00002783605,0.0001346868,0.000105767,0.001093161,0.00005100681,0.0005621099,0.00005281176,0.00006233521,0.004159043],"study_design_scores_gemma":[0.000006587049,0.0009122434,0.9974499,0.000003812899,0.00003632873,0.00005773765,0.001168211,0.00007506461,0.00007856567,0.00002792245,0.0001788969,0.000004526712],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993364,0.00006009616,0.00002075898,0.00001725984,0.000001986801,0.00001372598,0.00008832991,7.388367e-7,0.0004605457],"genre_scores_gemma":[0.9988182,0.00007408264,0.00009446803,0.00002322353,0.000003857926,0.00002574171,0.0001562077,8.208604e-7,0.0008034998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009802788,"threshold_uncertainty_score":0.01949143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03389861907042296,"score_gpt":0.3042370991717028,"score_spread":0.2703384801012799,"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."}}