{"id":"W4235340317","doi":"10.1093/acprof:oso/9780199696086.003.0006","title":"Management Innovation in the UK Consulting Industry","year":2013,"lang":"en","type":"book-chapter","venue":"","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Engineering and Physical Sciences Research Council; Economic and Social Research Council; Institute of Management Research, College of Business Administration Seoul National University","keywords":"Agency (philosophy); Macro; Ontology; Business; Knowledge management; Qualitative property; Innovation management; Focus (optics); Process management; Marketing; Sociology; Computer science; Epistemology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002140476,0.0001346309,0.0002180318,0.0036899,0.001906839,0.004409077,0.0005036533,0.001611582,0.004096122],"category_scores_gemma":[0.009396402,0.0001371069,0.000151525,0.005992511,0.003680986,0.002540451,0.002269021,0.0008219301,0.0003400618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01252033,"about_ca_system_score_gemma":0.004251144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02558105,"about_ca_topic_score_gemma":0.04228314,"domain_scores_codex":[0.9967547,0.00151039,0.0001226034,0.0002175773,0.0009139675,0.0004807391],"domain_scores_gemma":[0.9868481,0.009329953,0.001750986,0.0003485415,0.001051742,0.0006707859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001465398,0.0001475073,0.07531872,0.0009663601,0.00003004942,0.004719114,0.3368037,0.002249536,0.002981526,0.1981085,0.02372649,0.354802],"study_design_scores_gemma":[0.00002886549,0.0002593851,0.278016,0.002331163,0.00002565822,0.003602437,0.1739272,0.005093437,0.001816466,0.0564687,0.4782921,0.0001386721],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8476142,0.0198244,0.001537788,0.0119232,0.000150089,0.00003317826,0.0001474904,0.00003911447,0.1187305],"genre_scores_gemma":[0.9896713,0.00242683,0.0003504101,0.0003637127,0.0000402898,0.00001369524,0.00003033661,0.000004959207,0.007098367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02558105,"threshold_uncertainty_score":0.09084177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02666823748290261,"score_gpt":0.2133694275941024,"score_spread":0.1867011901111998,"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."}}