{"id":"W3135410859","doi":"10.3390/su13052811","title":"Urban Living Lab as a Circular Economy Ecosystem: Advancing Environmental Sustainability through Economic Value, Material, and Knowledge Flows","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Jenny ja Antti Wihurin Rahasto","keywords":"Sustainability; Living lab; Urban ecosystem; Typology; Ecosystem; Circular economy; Value (mathematics); Ecosystem services; Environmental resource management; Business; Sustainable development; Sustainable living; Environmental planning; Urban planning; Ecology; Geography; Engineering; Economics; Civil engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.002291052,0.000180469,0.0001264343,0.0009877458,0.003098037,0.005460854,0.0008157651,0.0007171588,0.005701518],"category_scores_gemma":[0.002637439,0.0001472655,0.0001689818,0.00134834,0.006737595,0.005070937,0.007219105,0.0005635582,0.0004042778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002290823,"about_ca_system_score_gemma":0.002864745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00104403,"about_ca_topic_score_gemma":0.003622123,"domain_scores_codex":[0.9975182,0.001832371,0.00003871947,0.0001281496,0.0002071922,0.0002753815],"domain_scores_gemma":[0.9975432,0.001194801,0.0003014495,0.0002687624,0.0001420006,0.0005497737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000293292,0.000618679,0.1004944,0.0008590635,0.00006319,0.003723207,0.1713574,0.004470267,0.008770678,0.4583972,0.006378717,0.2445739],"study_design_scores_gemma":[0.00004844427,0.0006554701,0.07978366,0.0007131873,0.00007330719,0.001939342,0.4455667,0.00658199,0.006702853,0.1399796,0.3178483,0.00010715],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8830652,0.0006385166,0.02629601,0.003562428,0.00003921912,0.0001793119,0.0001146737,0.00008812561,0.0860165],"genre_scores_gemma":[0.9918669,0.000198515,0.005197756,0.0001254033,0.000006984217,0.00006158493,0.00002397737,0.00001060903,0.002508324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005701518,"threshold_uncertainty_score":0.01907349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005814063493007273,"score_gpt":0.2223455121246336,"score_spread":0.2165314486316263,"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."}}