{"id":"W2257153411","doi":"","title":"Commercialization of technology research for benefit","year":2015,"lang":"en","type":"article","venue":"Computer Science and Software Engineering","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Commercialization; Key (lock); Business; Process (computing); Research development; Technology development; Innovation management; Industrial organization; Knowledge management; Marketing; Computer science; Engineering; Manufacturing engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02299027,0.000775101,0.0007130733,0.006321067,0.002350715,0.01493287,0.002406981,0.003394836,0.0510511],"category_scores_gemma":[0.08601997,0.0006286249,0.001277593,0.003839603,0.003404951,0.01377405,0.007824277,0.004116244,0.01916798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004943768,"about_ca_system_score_gemma":0.01119503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001244505,"about_ca_topic_score_gemma":0.0009824623,"domain_scores_codex":[0.9800453,0.00607749,0.001090095,0.001650262,0.009411,0.001725865],"domain_scores_gemma":[0.8781464,0.04850085,0.008157842,0.02917239,0.02733794,0.008684575],"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":[0.0002654672,0.0003680802,0.008526154,0.0008276873,0.00009559245,0.0007613903,0.001684534,0.001053233,0.00673305,0.4763299,0.05003201,0.4533229],"study_design_scores_gemma":[0.0001680937,0.0005189088,0.02117864,0.001955333,0.0001051312,0.003048997,0.002935528,0.007216731,0.01112164,0.2818382,0.6697928,0.0001201426],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0497076,0.007138665,0.06466278,0.03381588,0.001220873,0.001084814,0.0006262053,0.001876109,0.8398671],"genre_scores_gemma":[0.8242559,0.006285797,0.04993046,0.004446005,0.002195144,0.001113219,0.001799102,0.001129012,0.1088454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0510511,"threshold_uncertainty_score":0.170783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07674047934813598,"score_gpt":0.2966637279045727,"score_spread":0.2199232485564367,"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."}}