{"id":"W2784551322","doi":"","title":"Editorial : Innovation in Living Labs","year":2017,"lang":"en","type":"article","venue":"Åbo Akademi University Research Portal","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering ethics; Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003533064,0.00009406318,0.0001305587,0.0008959507,0.001359489,0.0001688008,0.0008054615,0.0002873351,0.0001653013],"category_scores_gemma":[0.002160115,0.0001095837,0.0000234145,0.0011593,0.0004755291,0.001465313,0.001228558,0.0009190853,0.0001239286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001065928,"about_ca_system_score_gemma":0.0001178238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006369706,"about_ca_topic_score_gemma":0.0003052997,"domain_scores_codex":[0.9986421,0.00003097641,0.0001772212,0.0002655014,0.0004784028,0.0004057706],"domain_scores_gemma":[0.9988492,0.00006083722,0.0001840838,0.0002902529,0.0006083937,0.000007288426],"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":[0.00003907258,0.00007146734,0.2844864,0.00002984187,0.00001827387,0.00007706316,0.0002501783,6.667411e-7,0.0001702,0.5675797,0.1447075,0.002569677],"study_design_scores_gemma":[0.000756073,0.00001441972,0.3178703,0.0001055131,0.000005976472,6.886963e-7,0.006638676,0.0001360328,0.0000845037,0.01752274,0.6565412,0.0003239073],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6916585,0.000003739543,0.00006216756,0.001490828,0.007797555,0.0002508659,0.000001880197,0.00009351729,0.298641],"genre_scores_gemma":[0.9843795,0.000006438532,0.0001042026,0.00006381344,0.01327874,0.000002195943,0.00001448303,0.00000898114,0.002141688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5500569,"threshold_uncertainty_score":0.9999406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07330954051780166,"score_gpt":0.3203494461018733,"score_spread":0.2470399055840717,"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."}}