{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001864968,0.0003726487,0.0005158051,0.0001271514,0.000704816,0.000281084,0.000285477,0.0002806616,0.0004562249],"category_scores_gemma":[0.001157192,0.0004208792,0.0001198143,0.0002882919,0.00032695,0.001419826,0.001364453,0.0003017908,0.00006180722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003693999,"about_ca_system_score_gemma":0.0008960326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002668698,"about_ca_topic_score_gemma":0.00009279267,"domain_scores_codex":[0.9974567,0.0001532861,0.0006253544,0.0009452828,0.000103038,0.0007163311],"domain_scores_gemma":[0.9986303,0.0001240318,0.0002405676,0.0006025341,0.0003762897,0.0000263003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007112641,0.0006948827,0.3055578,0.006212317,0.0002262637,0.0001264609,0.003920051,0.0000849315,0.0001556633,0.6761943,0.00150847,0.005247829],"study_design_scores_gemma":[0.0008005444,0.00003676233,0.0583945,0.00007240714,0.0001192416,0.00002688292,0.04854247,0.001628404,0.00116237,0.5778344,0.3101347,0.001247305],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848942,0.0003108382,0.0003852641,0.001670598,0.0004621476,0.00091814,0.0000104,0.000210223,0.01113825],"genre_scores_gemma":[0.9981911,0.00001497209,0.0002881237,0.0004141973,0.0004554447,0.0001879784,0.00004828994,0.00004105604,0.0003588751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3086262,"threshold_uncertainty_score":0.9998243,"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."}}