{"id":"W6949781913","doi":"10.5281/zenodo.15729481","title":"Towards a Living Labs research agenda","year":2025,"lang":"en","type":"article","venue":"Ghent University Academic Bibliography (Ghent University)","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Living lab; Terminology; Sustainable living; Living systems; Stakeholder; Process (computing); Action (physics); Harmonization","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","bibliometrics","sts"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.001715836,0.000326822,0.0003486183,0.05498256,0.001752518,0.0001160443,0.00183299,0.0007169786,0.0002267046],"category_scores_gemma":[0.0001089585,0.0004089313,0.0002892156,0.08476204,0.0009566202,0.001595645,0.002636527,0.001877921,0.0001228615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003024146,"about_ca_system_score_gemma":0.0001719535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005399282,"about_ca_topic_score_gemma":0.00004261276,"domain_scores_codex":[0.9973012,0.0001568044,0.000269104,0.0007708968,0.0006231175,0.0008788897],"domain_scores_gemma":[0.9984562,0.0001654549,0.0002130922,0.000413179,0.0007140439,0.00003806666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001124995,0.0001443199,0.1042712,0.0001337686,0.0002977437,0.0001120777,0.0002574455,0.000005858024,0.0001347108,0.7655454,0.1259767,0.003008359],"study_design_scores_gemma":[0.0007643082,0.00001573729,0.06799848,0.0002472363,0.0001312199,7.911145e-7,0.01019787,0.00007221464,0.00008437754,0.01340292,0.9066235,0.0004612709],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2803812,0.0003714047,0.009164871,0.006474959,0.001120638,0.0009396657,0.00002139707,0.001066719,0.7004592],"genre_scores_gemma":[0.981912,0.002836856,0.0006378133,0.001584193,0.0002467801,0.000001404837,0.0000346928,0.00002522892,0.012721],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7806469,"threshold_uncertainty_score":0.9998363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06385307852530807,"score_gpt":0.2831808284971201,"score_spread":0.219327749971812,"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."}}