{"id":"W4289782009","doi":"10.1016/j.techfore.2022.121895","title":"Brokerage dynamics in technology transfer networks: A multi-case study","year":2022,"lang":"en","type":"article","venue":"Technological Forecasting and Social Change","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Royal University","funders":"","keywords":"Computer science; Knowledge transfer; Mediation; Dynamics (music); Knowledge management; Maturity (psychological); Business; Industrial organization; Sociology; Political science; Social science","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":[0.0004854121,0.0001781601,0.0002420908,0.0005681029,0.0008707754,0.0000647774,0.0002438702,0.0003273991,0.00007085402],"category_scores_gemma":[0.00004236625,0.0001874983,0.00003725064,0.001831234,0.0001408639,0.0002844523,0.0006793498,0.001132975,0.00000194002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002639907,"about_ca_system_score_gemma":0.000004736281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004351694,"about_ca_topic_score_gemma":0.0008203194,"domain_scores_codex":[0.9988113,0.00002241497,0.0002339537,0.0003588296,0.0002158398,0.0003576807],"domain_scores_gemma":[0.99973,0.00002501743,0.00008651194,0.0001112913,0.00004059692,0.000006601888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001226366,0.002582163,0.5179288,0.00008505463,0.00007664719,0.008425321,0.002396612,0.0004423298,0.00002003616,0.3226613,0.0001018962,0.1451572],"study_design_scores_gemma":[0.004535238,0.0002669307,0.003720445,0.00002616134,0.00009129795,0.0003080751,0.1827511,0.7976058,0.000001670538,0.005967801,0.003792749,0.0009327642],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940288,0.00002170634,0.002552953,0.001667983,0.00007342713,0.0006301239,0.000009116061,0.0005302993,0.0004856102],"genre_scores_gemma":[0.9990183,0.000001215098,0.00008152053,0.0005058625,0.0001329048,0.0001488031,0.00001437187,0.00001878778,0.00007820695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7971634,"threshold_uncertainty_score":0.7645957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1006203142575502,"score_gpt":0.2513992829726332,"score_spread":0.150778968715083,"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."}}