{"id":"W2482633668","doi":"10.22215/timreview/1004","title":"Q&A. How Can a University Drive an Open Innovation Ecosystem?","year":2016,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open innovation; Ecosystem; Business; Knowledge management; Industrial organization; Computer science; Marketing; Ecology; Biology","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":[0.01714868,0.000507971,0.0006692503,0.001810147,0.005200421,0.01666272,0.001786321,0.01100499,0.04001242],"category_scores_gemma":[0.05775784,0.0004071524,0.0009949782,0.003213889,0.0121502,0.02678343,0.00653427,0.004076676,0.01229711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005682237,"about_ca_system_score_gemma":0.01920045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01027552,"about_ca_topic_score_gemma":0.008249429,"domain_scores_codex":[0.9844127,0.007676892,0.000902327,0.00095837,0.004841107,0.001208675],"domain_scores_gemma":[0.9469204,0.02897436,0.003779326,0.003143767,0.01403272,0.003149524],"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":[0.00002086567,0.00003253223,0.001176207,0.000947012,0.00001574011,0.0001111701,0.0009388361,0.0003047895,0.0001723481,0.7557656,0.175189,0.06532603],"study_design_scores_gemma":[0.0000334687,0.00005762196,0.001775171,0.001412833,0.00001996414,0.0001930119,0.003876932,0.0008200349,0.0004090015,0.28194,0.7094102,0.00005174656],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005572448,0.0133708,0.01537618,0.5524141,0.005975224,0.0003326505,0.00051719,0.0003296553,0.4061117],"genre_scores_gemma":[0.5246189,0.0413333,0.03166536,0.2126825,0.008170789,0.001340128,0.0007260485,0.000363191,0.1790998],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04001242,"threshold_uncertainty_score":0.1338549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0475083951232007,"score_gpt":0.2596959339785759,"score_spread":0.2121875388553752,"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."}}