{"id":"W4385604179","doi":"10.1080/13549839.2023.2238750","title":"Enablers, barriers, and future considerations for living lab effectiveness in environmental and agricultural sustainability transitions: a review of studies evaluating living labs","year":2023,"lang":"en","type":"review","venue":"Local Environment","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Council of Ontario Universities; Carleton University; Agriculture and Agri-Food Canada","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Living lab; Sustainability; Transformative learning; Sustainable living; Context (archaeology); Adaptability; Knowledge management; Business; Process management; Sociology; Computer science; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002931098,0.0003847681,0.001274017,0.0001704844,0.0003555488,0.00002883646,0.00009333983,0.0002555547,0.00003519123],"category_scores_gemma":[0.000867363,0.0003145656,0.0001368751,0.0002486978,0.0005120996,0.0002273395,0.0004204374,0.0003184644,0.00000300847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005158997,"about_ca_system_score_gemma":0.00006047027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008337424,"about_ca_topic_score_gemma":0.00000709046,"domain_scores_codex":[0.9980035,0.0002329851,0.0007370826,0.000531749,0.0002047751,0.0002898963],"domain_scores_gemma":[0.9982836,0.001130466,0.0003738687,0.0001578307,0.00003942907,0.00001483062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000008837033,0.00015055,0.0003142281,0.5310073,0.0007017914,0.00001054204,0.001525875,0.00001283986,0.000004386291,0.02201237,0.0001430653,0.4441081],"study_design_scores_gemma":[0.001917876,0.0003378951,0.01871045,0.4759295,0.006124181,0.0000455668,0.1163561,0.0003019714,0.000007875165,0.03770281,0.3385971,0.003968719],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008045101,0.9953188,0.0001388849,0.000463457,0.00009603177,0.003078408,0.0000274055,0.00003773827,0.00003471856],"genre_scores_gemma":[0.005667559,0.9918844,0.0003420212,0.0001729877,0.0001523473,0.001682221,0.00004837173,0.00003265543,0.00001745045],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4401394,"threshold_uncertainty_score":0.9999306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04911967400805432,"score_gpt":0.3115838252904203,"score_spread":0.262464151282366,"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."}}