{"id":"W3120776626","doi":"10.3390/su13020791","title":"Living Labs: From Niche to Mainstream Innovation Management","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Mainstream; Living lab; Extant taxon; Popularity; Field (mathematics); Knowledge management; Sociology; Data science; Political science; World Wide Web; Computer science","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":[0.009670947,0.0003298479,0.0004090471,0.009123133,0.003267174,0.01501019,0.001508246,0.001663034,0.01180816],"category_scores_gemma":[0.01732565,0.0002225863,0.0003813314,0.01205691,0.006288385,0.0163335,0.007818681,0.001264149,0.001581745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005355231,"about_ca_system_score_gemma":0.006601876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001404188,"about_ca_topic_score_gemma":0.002397601,"domain_scores_codex":[0.9928518,0.002906477,0.0003958338,0.0007142786,0.002494863,0.0006367938],"domain_scores_gemma":[0.9705982,0.01674815,0.003764133,0.00189905,0.003416539,0.003574078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001843923,0.0002484904,0.01759999,0.001612891,0.00005515528,0.0006195875,0.01983616,0.0007175564,0.001979381,0.3832572,0.01515311,0.5587361],"study_design_scores_gemma":[0.00005027894,0.0003921012,0.03252463,0.003055715,0.00006213145,0.0009106019,0.06683546,0.003422789,0.003686094,0.2980355,0.5909321,0.00009268275],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4345043,0.07205878,0.04310639,0.06881768,0.0008838474,0.0003178502,0.0007266175,0.000886263,0.3786982],"genre_scores_gemma":[0.9437061,0.02620683,0.01180094,0.002713162,0.001136318,0.0001726934,0.0003664853,0.0001876748,0.01370991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01501019,"threshold_uncertainty_score":0.05114543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01349239061209166,"score_gpt":0.2458038958731555,"score_spread":0.2323115052610639,"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."}}