{"id":"W4322748618","doi":"10.2139/ssrn.4374021","title":"Linking Quality of Life and Sustainability in Canadian Cities","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Regional resilience and development","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Sustainability; Quality (philosophy); Environmental planning; Urban sustainability; Business; Geography","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":[0.001827189,0.0004453288,0.0005324807,0.00355192,0.003430967,0.003741405,0.001749918,0.00109488,0.005096715],"category_scores_gemma":[0.01016343,0.0002990875,0.001196547,0.01272897,0.001805898,0.00110873,0.001931252,0.001557796,0.000221934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09004561,"about_ca_system_score_gemma":0.06959701,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9981301,"about_ca_topic_score_gemma":0.9988594,"domain_scores_codex":[0.9981081,0.0002754874,0.00008281055,0.0002074736,0.0003904864,0.0009355192],"domain_scores_gemma":[0.9895424,0.001555712,0.001994291,0.0003873804,0.004265484,0.002254715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001462632,0.0001033076,0.9606709,0.00008125286,0.0002428809,0.0001934636,0.001301816,0.008328558,0.00005993325,0.009920291,0.007640539,0.01131096],"study_design_scores_gemma":[0.00001993035,0.00002574211,0.9762822,0.0001364865,0.0001655189,0.00004044147,0.005774642,0.006764533,0.00007806786,0.002902236,0.007736144,0.00007411298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674805,0.003571596,0.0006333598,0.007814262,0.00008878487,0.00004139052,0.006820154,0.00003558537,0.01351448],"genre_scores_gemma":[0.9962089,0.0006328246,0.0001635356,0.0001235605,0.00001418663,0.000008604231,0.001064827,0.0000062079,0.001777398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09004561,"threshold_uncertainty_score":0.6533297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02727372753150665,"score_gpt":0.261180809354035,"score_spread":0.2339070818225283,"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."}}