{"id":"W4406078255","doi":"10.31235/osf.io/9bs2y","title":"Exploring the Potential for a Holistic Indicator of Social Sustainability and Quality of Life in Vancouver","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sustainability; Quality (philosophy); Social sustainability; Quality of life (healthcare); Environmental ethics; Environmental planning; Sociology; Geography; Environmental resource management; Political science; Psychology; Economics; Ecology; Epistemology; Philosophy; Biology","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":[0.008278685,0.000436481,0.0005019578,0.005849495,0.002379286,0.01020664,0.0009663929,0.0005005696,0.001510608],"category_scores_gemma":[0.01668532,0.0002412061,0.0004330049,0.00920733,0.002155828,0.001802848,0.004058008,0.001544096,0.0001847485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02903904,"about_ca_system_score_gemma":0.03705817,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.781612,"about_ca_topic_score_gemma":0.8980417,"domain_scores_codex":[0.9938779,0.002320495,0.0002902226,0.0003725849,0.002587374,0.0005513211],"domain_scores_gemma":[0.9873203,0.004370473,0.0007647079,0.0002878497,0.006439794,0.0008168168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001438677,0.00008375125,0.2293514,0.004358631,0.000278071,0.0008029404,0.05903839,0.00620963,0.001468287,0.07308714,0.0170093,0.6081685],"study_design_scores_gemma":[0.00002535898,0.0003230616,0.3905277,0.008018751,0.000483419,0.0005638589,0.2122226,0.01026213,0.002441969,0.02480994,0.3500212,0.0002999667],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.683067,0.03135192,0.02412571,0.02314134,0.0004347673,0.0007528588,0.003586013,0.0001951131,0.2333453],"genre_scores_gemma":[0.9646955,0.01176492,0.01469176,0.0007648221,0.00003044373,0.0002339574,0.00112505,0.00003227358,0.006661202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.218388,"threshold_uncertainty_score":0.4393482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1456084995531231,"score_gpt":0.4034918449045226,"score_spread":0.2578833453513995,"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."}}