{"id":"W172077952","doi":"10.1007/978-90-481-2243-1_3","title":"Lessons from a Community-Based Process in Regional Sustainability Indicator Selection: The Case of the Regional Vancouver Urban Observatory","year":2009,"lang":"en","type":"book-chapter","venue":"","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Process (computing); Sustainability; Politics; Citizenship; Order (exchange); Political science; Diversity (politics); Normative; Process management; Environmental planning; Geography; Public relations; Public administration; Regional science; Business; Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005844078,0.0004132508,0.0003396195,0.00007479226,0.0006226848,0.00002046635,0.0008923157,0.000344703,0.001913949],"category_scores_gemma":[0.00003604188,0.0002728294,0.0001928426,0.0002082609,0.001333228,0.0001587157,0.000351403,0.001202641,0.00002374792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002058094,"about_ca_system_score_gemma":0.000397754,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008567811,"about_ca_topic_score_gemma":0.01791209,"domain_scores_codex":[0.9978837,0.0002307821,0.0005027648,0.0004437748,0.0005519533,0.0003870616],"domain_scores_gemma":[0.9984306,0.0002708754,0.0003761933,0.0007937797,0.00002429966,0.0001042218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008815024,0.002471035,0.3838717,0.0006543392,0.0003595135,0.0008017488,0.02053338,0.01003213,0.00006182182,0.02452558,0.5284767,0.02733049],"study_design_scores_gemma":[0.00166108,0.0001617031,0.3337365,0.0001885127,0.0001404013,0.00009565886,0.009057336,0.0002863895,0.000186559,0.1798355,0.473315,0.00133531],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.851554,0.0001535947,0.00001925665,0.01187885,0.0001855367,0.002662412,0.00009091094,0.0000888193,0.1333666],"genre_scores_gemma":[0.8957615,0.00001744264,0.0001085748,0.005052384,0.00008091731,0.00007939047,0.00006543266,0.00005019908,0.09878414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1553099,"threshold_uncertainty_score":0.9999724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02743479475926556,"score_gpt":0.2526324679495666,"score_spread":0.2251976731903011,"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."}}