{"id":"W3171335505","doi":"10.32866/001c.23718","title":"Are We Happy in Densely Populated Environments? Assessing the Impacts of Density on Subjective Well-Being, Quality of Life, and Perceived Health in Montreal, Canada.","year":2021,"lang":"en","type":"article","venue":"Findings","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; California HIV/AIDS Research Program","keywords":"Happiness; Subjective well-being; Prosperity; Quality of life (healthcare); Context (archaeology); Marital status; Well-being; Psychology; Geography; Socioeconomics; Population; Demographic economics; Environmental health; Gerontology; Economic growth; Social psychology; Economics; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009576936,0.00009731956,0.0003462636,0.00004901169,0.0001850442,0.00002374097,0.0001111253,0.00007532206,0.00003500096],"category_scores_gemma":[0.0003539927,0.00008284778,0.00003433861,0.0003196254,0.0001649704,0.0001345998,0.00002105823,0.0001968941,2.146311e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003475431,"about_ca_system_score_gemma":0.0005998557,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9216974,"about_ca_topic_score_gemma":0.9925081,"domain_scores_codex":[0.9983705,0.0004155661,0.0004037938,0.0002444191,0.0003071528,0.000258551],"domain_scores_gemma":[0.9991755,0.000228527,0.0003306086,0.0001387971,0.00002826261,0.00009829691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002750116,0.00008222626,0.9853265,0.00003100751,0.000007929898,0.000007398291,0.0139996,0.000005962139,0.0002879522,0.00004609498,0.00006535446,0.0001124826],"study_design_scores_gemma":[0.0002688006,0.00001048906,0.9900801,0.000146173,0.000003867278,9.194373e-8,0.008628046,0.000008494646,0.0003264098,0.0004199604,0.00003292455,0.00007461185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970551,0.0001740539,0.000001868554,0.002184472,0.00004150613,0.0001700943,0.00001700618,0.000003941165,0.0003519912],"genre_scores_gemma":[0.9995244,0.0001214302,0.000009691121,0.000250442,0.00001070719,0.000001388897,0.000006809622,0.000004813969,0.00007031648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07081068,"threshold_uncertainty_score":0.3378434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02963640606663605,"score_gpt":0.3192434873994419,"score_spread":0.2896070813328059,"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."}}