{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001726091,0.0001055642,0.0003363402,0.00009299981,0.0002585074,0.00001256705,0.0002079876,0.00008803464,0.000249856],"category_scores_gemma":[0.000009123755,0.00008959018,0.00008823325,0.0001243061,0.0006796608,0.0003321911,0.000003475328,0.0001962299,0.000001726776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006273737,"about_ca_system_score_gemma":0.0006007753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004166013,"about_ca_topic_score_gemma":0.004813495,"domain_scores_codex":[0.9981428,0.0001152852,0.0007974187,0.0001551071,0.0005438221,0.0002455023],"domain_scores_gemma":[0.9987504,0.0000350008,0.0006647728,0.0001084222,0.000101627,0.0003397299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003706419,0.00005901861,0.9792935,0.00005340048,0.00001297498,0.000002835811,0.01859448,6.511204e-7,0.0001535977,0.0002069102,0.00007609358,0.00150943],"study_design_scores_gemma":[0.0003143751,0.0004708777,0.9930088,0.0001052224,0.00004609076,0.000001604664,0.001205154,0.000001397515,0.0009801708,0.002383159,0.001402501,0.00008065026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958276,0.0004800133,0.0004442944,0.001884454,0.0001942685,0.0001648746,0.000008131112,0.000007162999,0.0009891619],"genre_scores_gemma":[0.9972247,0.001005724,0.001178653,0.0001773079,0.0002905259,0.000001113417,0.000003995499,0.000007286432,0.0001106869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01738933,"threshold_uncertainty_score":0.6297793,"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."}}