{"id":"W4289539449","doi":"10.22215/timreview/1463","title":"A Closer Look at the Role of Higher Education in Living Labs: a scoping review","year":2021,"lang":"en","type":"review","venue":"Technology Innovation Management Review","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lifelong learning; Public relations; Engineering ethics; Affect (linguistics); Sociology; Political science; Knowledge management; Pedagogy; Engineering; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01640164,0.001030698,0.002933865,0.01986142,0.001197259,0.00550502,0.00146243,0.003250121,0.00466672],"category_scores_gemma":[0.04977964,0.0007223451,0.003313525,0.01867732,0.00152524,0.006696846,0.002547923,0.003366323,0.0007081048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00569824,"about_ca_system_score_gemma":0.01746438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00905678,"about_ca_topic_score_gemma":0.02523024,"domain_scores_codex":[0.9909552,0.003782033,0.002048301,0.000653577,0.002222724,0.0003382163],"domain_scores_gemma":[0.9352142,0.04855121,0.00519223,0.001089689,0.009055925,0.0008968487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008981144,0.00005997224,0.001019765,0.4004299,0.001119802,0.0002570469,0.001558656,0.0003516213,0.0006414217,0.009271866,0.0280239,0.5571762],"study_design_scores_gemma":[0.00001204137,0.00005731854,0.001995304,0.7404398,0.001670919,0.0003083865,0.001139819,0.00007029046,0.0001242084,0.001867283,0.2522918,0.00002281888],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001611753,0.9971667,0.0001337137,0.001588614,0.0003134429,0.00002670031,0.00003666604,0.000003688526,0.0005692968],"genre_scores_gemma":[0.002493051,0.9952472,0.0004082322,0.001351546,0.000153163,0.00007444103,0.00005623746,0.000004271074,0.0002118942],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01986142,"threshold_uncertainty_score":0.08674115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03829898620886226,"score_gpt":0.3436105476144775,"score_spread":0.3053115614056153,"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."}}