{"id":"W4391798313","doi":"10.1016/j.ccs.2024.100567","title":"Measuring sustainability is hard to sustain: Lessons from a case study on collaborative cultural indicator development in Ottawa, Canada","year":2024,"lang":"en","type":"article","venue":"City Culture and Society","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Institute on Governance","funders":"","keywords":"Sustainability; Regional science; Environmental resource management; Geography; Environmental planning; Political science; Environmental science; Ecology","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":[0.01872632,0.0006519153,0.0008233712,0.002219723,0.03128444,0.01433993,0.003612573,0.002150894,0.001718082],"category_scores_gemma":[0.03048387,0.0006112509,0.0004792671,0.007783198,0.01310304,0.003404644,0.007959148,0.004366213,0.0001772163],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1638711,"about_ca_system_score_gemma":0.2591475,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9904011,"about_ca_topic_score_gemma":0.9973327,"domain_scores_codex":[0.983404,0.0063689,0.0007380391,0.001066307,0.00426861,0.004154141],"domain_scores_gemma":[0.9562553,0.01882466,0.001506525,0.001848126,0.01649909,0.005066235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000203461,0.0007621025,0.1730735,0.0005668617,0.0001562314,0.005081057,0.6450473,0.003279626,0.001157974,0.03024784,0.01596974,0.1244542],"study_design_scores_gemma":[0.00002409971,0.0001052624,0.05001741,0.000500841,0.00007832066,0.0002768815,0.9049108,0.001604698,0.00104184,0.002341775,0.03900303,0.0000950446],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9354226,0.00116156,0.003625476,0.01372337,0.0001022574,0.0004279034,0.0002399251,0.00005587261,0.04524104],"genre_scores_gemma":[0.9912788,0.0005003572,0.00356035,0.0004213758,0.000007589868,0.00007151633,0.00005686389,0.00003164681,0.004071522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1638711,"threshold_uncertainty_score":0.969791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08886445989251977,"score_gpt":0.2831009956855692,"score_spread":0.1942365357930494,"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."}}