{"id":"W2104889391","doi":"10.1016/j.tibtech.2010.06.002","title":"Role and reality: technology transfer at Canadian universities","year":2010,"lang":"en","type":"article","venue":"Trends in biotechnology","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":66,"is_retracted":false,"has_abstract":false,"ca_institutions":"Provincial Laboratory of Public Health; University of Alberta","funders":"","keywords":"Commercialization; Mandate; Promotion (chess); Business; Government (linguistics); Technology transfer; Relevance (law); Marketing; Knowledge transfer; Public relations; Political science; Management; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008740152,0.0004958088,0.0004467286,0.003624198,0.03434423,0.02321596,0.003225557,0.005430901,0.01288032],"category_scores_gemma":[0.01677273,0.0004044564,0.0005075853,0.01057521,0.02009121,0.007877974,0.00533639,0.006449028,0.0006360936],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2579838,"about_ca_system_score_gemma":0.3144225,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9911246,"about_ca_topic_score_gemma":0.9934238,"domain_scores_codex":[0.9871156,0.002208992,0.0002263822,0.000722093,0.004376939,0.005349906],"domain_scores_gemma":[0.9835164,0.00274306,0.001007295,0.000382198,0.005644009,0.006707113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003139573,0.0001602257,0.04315218,0.0004144722,0.00003475573,0.001087993,0.1284082,0.001976763,0.001073683,0.6236767,0.1017485,0.09795254],"study_design_scores_gemma":[0.00004235733,0.00009210061,0.09336408,0.0005697923,0.00006360025,0.0003062714,0.3370826,0.001961678,0.0008755904,0.02526942,0.5400784,0.0002940293],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3362885,0.00714897,0.001247069,0.3149643,0.0009333654,0.00005207707,0.0007538931,0.00009250845,0.3385193],"genre_scores_gemma":[0.9734509,0.002642821,0.0002905306,0.00345129,0.00009091202,0.00001017862,0.00009767258,0.00002752534,0.01993828],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9656557,"threshold_uncertainty_score":0.8606336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01373847087801803,"score_gpt":0.2113686628942806,"score_spread":0.1976301920162626,"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."}}