{"id":"W7075582726","doi":"","title":"How Do Communities Change their Culture Towards More Sustainable Patterns of Living, Working & Learning?: Theory, UBC Vancouver Case Study & Lessons for UBC Okanagan","year":2010,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subject matter; Subject (documents); Sustainable development","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007197463,0.0003351999,0.0003554025,0.001589562,0.01569676,0.01119128,0.002034465,0.002106012,0.00563538],"category_scores_gemma":[0.008192186,0.0003183866,0.0002697393,0.001997148,0.01531016,0.007936417,0.0055898,0.001944417,0.0004065322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01625306,"about_ca_system_score_gemma":0.01191401,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2445498,"about_ca_topic_score_gemma":0.4406897,"domain_scores_codex":[0.9958817,0.002732449,0.00004703861,0.000258481,0.0003555864,0.0007248499],"domain_scores_gemma":[0.9940685,0.002553251,0.0005218614,0.0003661454,0.001004208,0.001485997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008952474,0.000539185,0.05699246,0.0002365549,0.00002903703,0.001312948,0.7923818,0.0005741412,0.0003749475,0.07463244,0.01181424,0.06102269],"study_design_scores_gemma":[0.0000149604,0.00005169134,0.01327237,0.0001794075,0.00001103747,0.000107498,0.9626945,0.0004512208,0.0000992301,0.009302256,0.01379612,0.00001972372],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8844257,0.0007900319,0.002307808,0.02838562,0.00009917573,0.0002115069,0.0000857913,0.00003039566,0.08366389],"genre_scores_gemma":[0.9945198,0.0003558822,0.0008381782,0.0006192967,0.000005573747,0.00006097852,0.00001964756,0.000009933588,0.003570636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7554502,"threshold_uncertainty_score":0.4862527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01773626930103122,"score_gpt":0.2199163951208205,"score_spread":0.2021801258197893,"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."}}