{"id":"W4412159608","doi":"10.24840/2183-0606_013.001_0007","title":"Assessing the Open Innovation Outcome in Living Labs","year":2025,"lang":"en","type":"article","venue":"Journal of Innovation Management","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Outcome (game theory); Open innovation; Computer science; Data science; Knowledge management; Economics; Mathematical economics","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":[],"consensus_categories":[],"category_scores_codex":[0.007050781,0.0001329739,0.0002316885,0.002483169,0.0002743425,0.0006966697,0.0008597889,0.0000819652,0.00004284959],"category_scores_gemma":[0.0007626123,0.0001009853,0.00002421393,0.01203687,0.00006908776,0.00206009,0.000906435,0.0004084036,0.00000903135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001952615,"about_ca_system_score_gemma":0.00005686247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001366521,"about_ca_topic_score_gemma":0.000005521819,"domain_scores_codex":[0.9978596,0.00003105677,0.001501987,0.0001470826,0.0002758807,0.0001844177],"domain_scores_gemma":[0.9973233,0.0000628721,0.001285743,0.0001812337,0.001145449,0.0000014174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000008950748,0.00007588537,0.1245103,0.00007788511,0.00006515303,0.00000791279,0.00005329431,0.00003840795,0.00005195009,0.8333411,0.004994342,0.03677483],"study_design_scores_gemma":[0.0007847184,0.000007351181,0.7480021,0.0004457155,0.00003676347,0.000001502644,0.005047784,0.0002743611,0.00008366694,0.1385944,0.10653,0.0001915929],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6331841,0.00003405734,0.05164262,0.02000411,0.001777423,0.0008426585,1.96947e-7,0.00004885424,0.292466],"genre_scores_gemma":[0.9838098,0.000003811994,0.004342792,0.01042629,0.0001740273,0.00002666791,0.000004376578,0.000009672647,0.001202601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6947467,"threshold_uncertainty_score":0.6718003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0692891483387281,"score_gpt":0.3604556038895415,"score_spread":0.2911664555508133,"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."}}