{"id":"W2893142068","doi":"10.1016/j.jth.2018.09.007","title":"Investigation of life satisfaction, travel, built environment and attitudes","year":2018,"lang":"en","type":"article","venue":"Journal of Transport & Health","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":81,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Ordered probit; Life satisfaction; Probit model; Sample (material); Psychology; Nova scotia; Variables; Social psychology; Probit; Built environment; Travel behavior; Applied psychology; Geography; Economics; Engineering; Econometrics; Mathematics; Transport engineering; Statistics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001124734,0.0003113865,0.00037476,0.0009783291,0.0008821477,0.0009725133,0.0002841181,0.0004985793,0.003154862],"category_scores_gemma":[0.002764798,0.0002616779,0.0009268576,0.001421604,0.0004209288,0.0006065681,0.0005594866,0.001069483,0.0004566529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004556774,"about_ca_system_score_gemma":0.0007991795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008112989,"about_ca_topic_score_gemma":0.0116425,"domain_scores_codex":[0.999341,0.0002626472,0.00005865002,0.00005821692,0.0001376441,0.0001419398],"domain_scores_gemma":[0.9977461,0.0005777207,0.0006095507,0.00009968328,0.0002943483,0.0006725154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002217608,0.001138311,0.993584,0.00001642619,0.00007455607,0.00008990023,0.0009960273,0.00003969647,0.0002278758,0.0000591205,0.00008342353,0.003468992],"study_design_scores_gemma":[0.000009650797,0.0009682464,0.996271,0.000003417916,0.00003480049,0.00009391231,0.002077262,0.0001595497,0.00009442888,0.00002971184,0.0002528654,0.000005121976],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991695,0.00004145165,0.00002655027,0.00002878617,0.000003224869,0.00001303659,0.00009858057,0.000001156474,0.0006176526],"genre_scores_gemma":[0.9988559,0.00004357082,0.00007719744,0.00003083356,0.000006203441,0.00001803722,0.0001631059,9.621697e-7,0.0008042103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008112989,"threshold_uncertainty_score":0.01613152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04591172991549333,"score_gpt":0.3180734110397765,"score_spread":0.2721616811242832,"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."}}