{"id":"W4290982404","doi":"10.22215/timreview/1466","title":"Urban Living Labs and Transformative Changes: A qualitative study to the triadic relationship between financing, stakeholder roles and outcomes of Urban Living Labs on their impact creation in the city of Groningen, the Netherlands.","year":2021,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prosperity; Living lab; Transformative learning; Sustainability; Sociology; Stakeholder; Political science; Economic growth; Public relations; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006909125,0.000229959,0.0004809634,0.0006741951,0.0003331856,0.00004463644,0.0003735612,0.0001005606,0.00001103877],"category_scores_gemma":[0.001374608,0.0001233486,0.00003682022,0.004941881,0.0002375058,0.0002075448,0.0002828252,0.0003982958,0.00000160455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004957664,"about_ca_system_score_gemma":0.00001942788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003079515,"about_ca_topic_score_gemma":0.0001735658,"domain_scores_codex":[0.99825,0.0003054627,0.0007293537,0.0002701695,0.0002430979,0.0002019287],"domain_scores_gemma":[0.9979175,0.0007761857,0.0006388878,0.000379194,0.0002850997,0.000003107237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008111423,0.0001437529,0.6869432,0.0006106594,0.0002363962,0.000001092939,0.04439956,0.000001163927,0.000003370196,0.2489535,0.0006547857,0.01804442],"study_design_scores_gemma":[0.0002862724,0.00008936867,0.88207,0.001378699,0.0001424834,4.916254e-7,0.1079778,0.000007553543,0.0000224925,0.006077697,0.001793595,0.0001535945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787164,0.002654942,0.0007657344,0.01444189,0.00002892629,0.002188353,0.000006631748,0.00005336962,0.001143789],"genre_scores_gemma":[0.9975887,0.0004568274,0.00008777952,0.001437988,0.00002908099,0.0003048229,0.00001799319,0.00001175644,0.00006508247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2428758,"threshold_uncertainty_score":0.5030009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09506513452677909,"score_gpt":0.3419396721647106,"score_spread":0.2468745376379315,"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."}}