{"id":"W4235930020","doi":"10.22215/timreview803","title":"TIM Lecture Series – Insights on Innovation","year":2014,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Technology transfer; Series (stratigraphy); Management; Knowledge transfer; Library science; Engineering management; Political science; Knowledge management; Engineering; Computer science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001005518,0.0003949949,0.000432332,0.004534242,0.0003206595,0.0001558173,0.0005637788,0.0001733599,0.0003621267],"category_scores_gemma":[0.0003494878,0.0003551114,0.00005057344,0.01974816,0.0001140451,0.0006902888,0.0003592094,0.0003341562,0.00284165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007904832,"about_ca_system_score_gemma":0.000009127919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001559149,"about_ca_topic_score_gemma":0.000004768718,"domain_scores_codex":[0.9975531,0.00002020768,0.001044784,0.0005861458,0.0004279795,0.0003677824],"domain_scores_gemma":[0.9973706,0.00001266587,0.000751089,0.000828414,0.001032478,0.00000476041],"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":[0.000008899364,0.00007293,0.0001580255,0.002022489,0.00004646664,0.000003558186,0.000002515846,0.000003376794,0.00006898617,0.8463327,0.03009304,0.1211871],"study_design_scores_gemma":[0.0004015499,0.00003336401,0.0002024168,0.0009949489,0.00006756732,0.00000155866,0.00003587152,0.0001186904,0.0001318699,0.1468378,0.8508231,0.0003512349],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003347874,0.001052585,0.009029872,0.03450638,0.0008991061,0.00183992,7.217926e-7,0.00170208,0.9476215],"genre_scores_gemma":[0.8104883,0.00216593,0.002712191,0.1718649,0.001255355,0.0008550277,0.0007373843,0.0001341304,0.009786713],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9378347,"threshold_uncertainty_score":0.9998901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01562211524252706,"score_gpt":0.2463084822850539,"score_spread":0.2306863670425269,"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."}}