{"id":"W4390033519","doi":"10.1080/10714413.2023.2290972","title":"“Nousferatu”: Are corporate consultants extracting the lifeblood from universities?","year":2023,"lang":"en","type":"article","venue":"The Review of Education Pedagogy & Cultural Studies","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006963249,0.0002694121,0.0004174616,0.001983797,0.01127508,0.01666691,0.001107155,0.005628939,0.003057359],"category_scores_gemma":[0.02326365,0.0002699837,0.0001952139,0.003049275,0.02290559,0.01370409,0.003758367,0.005054888,0.001023854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009674117,"about_ca_system_score_gemma":0.01882449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01425962,"about_ca_topic_score_gemma":0.02416366,"domain_scores_codex":[0.9878819,0.008720184,0.0001687965,0.0004385079,0.001538408,0.001252309],"domain_scores_gemma":[0.988306,0.005848227,0.001315293,0.000410636,0.00205282,0.002067057],"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":[0.00004656439,0.00006425604,0.004509175,0.0007025956,0.00001690341,0.0009195773,0.1841358,0.00009083081,0.0004385035,0.4743175,0.1766204,0.1581379],"study_design_scores_gemma":[0.00001003217,0.00003133444,0.003726985,0.001059261,0.00001035277,0.0005984756,0.1311196,0.00005563974,0.0001880653,0.03771057,0.825467,0.00002267453],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05085291,0.1383486,0.002586674,0.6529453,0.005670328,0.00002463523,0.00002295803,0.00007224191,0.1494763],"genre_scores_gemma":[0.7878758,0.07279758,0.0009102271,0.101844,0.003937543,0.00005920499,0.00003178879,0.00007609635,0.03246774],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9887249,"threshold_uncertainty_score":0.07019097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09650761028872697,"score_gpt":0.3520477913274795,"score_spread":0.2555401810387526,"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."}}