{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003939965,0.00006121051,0.0002081815,0.0004116632,0.00007983723,0.00002356938,0.00011285,0.00004783917,0.00001148624],"category_scores_gemma":[0.0005008783,0.00006680134,0.00004073447,0.0003139986,0.00005058252,0.0001157331,0.00002227198,0.0003978064,0.00001401951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001247101,"about_ca_system_score_gemma":0.003762486,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0877545,"about_ca_topic_score_gemma":0.3170946,"domain_scores_codex":[0.9981852,0.00002020964,0.0004606321,0.0001381347,0.00004301453,0.001152792],"domain_scores_gemma":[0.9995643,0.00005645217,0.000147165,0.00007764314,0.00004048175,0.000113924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005936348,0.000003777581,0.5621762,0.00001181752,0.000008384759,8.355211e-7,0.0002256638,0.00004673069,3.788802e-7,0.4365591,0.00001412359,0.0009470714],"study_design_scores_gemma":[0.0001376289,0.00002072223,0.4217817,0.000004305985,2.330776e-7,0.000003164573,0.001650304,0.00007392538,7.468779e-7,0.5748454,0.00142807,0.00005388491],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928613,0.002991302,0.0001453522,0.002323747,0.00005349733,0.00005942,0.000004021506,0.000005020502,0.001556279],"genre_scores_gemma":[0.994566,0.004758976,0.00001017833,0.00007197743,0.00002701828,0.000003009592,0.00000179984,0.000005085572,0.0005559162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2293401,"threshold_uncertainty_score":0.9183202,"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."}}