{"id":"W2482633668","doi":"10.22215/timreview/1004","title":"Q&amp;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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001181987,0.0003416602,0.0004436303,0.003026627,0.0003651673,0.0002283748,0.001731923,0.0003214278,0.0006712597],"category_scores_gemma":[0.0001701877,0.0003074731,0.00003413561,0.01563454,0.0001093324,0.00386979,0.001437964,0.0003142245,0.0003733689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004845355,"about_ca_system_score_gemma":0.0000448271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003294096,"about_ca_topic_score_gemma":0.000107965,"domain_scores_codex":[0.9977485,0.0000357378,0.0006046495,0.0007369663,0.0004711057,0.0004030499],"domain_scores_gemma":[0.9964072,0.00001474818,0.001223517,0.001057582,0.001285587,0.00001138309],"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":[0.00001259392,0.00008769468,0.003191336,0.0006335104,0.00008486136,0.00001605599,0.000002778076,0.000001290123,0.0007471876,0.916761,0.0363488,0.04211285],"study_design_scores_gemma":[0.001138083,0.00002294942,0.0007457243,0.001498969,0.0001378347,0.000003368415,0.0002142659,0.00002526236,0.00007173513,0.01442356,0.9812594,0.0004588355],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3795868,0.0002424151,0.0920934,0.372292,0.00101567,0.009482101,0.0001165899,0.003294142,0.1418768],"genre_scores_gemma":[0.9400899,0.001115069,0.005303963,0.02102975,0.0003235877,0.00009878092,0.0006345407,0.00009803108,0.03130631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9449106,"threshold_uncertainty_score":0.9999377,"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."}}