{"id":"W2519823605","doi":"","title":"STEM-ification of Education: The Zombie Reform Strikes Again","year":2016,"lang":"en","type":"article","venue":"Journal for Activist Science and Technology Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Zombie; Neoliberalism (international relations); Bandwagon effect; Legitimacy; Hegemony; Politics; Sociology; Power (physics); Political science; Political economy; Media studies; Public administration; Law; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001018178,0.00008036064,0.00009360255,0.0003399637,0.0006161692,0.00021989,0.0009363038,0.00006033853,0.000002118468],"category_scores_gemma":[0.0002574914,0.00004441657,0.00003526827,0.001152901,0.0006941031,0.001611105,0.000071276,0.000100861,0.000003021538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003371896,"about_ca_system_score_gemma":0.003788149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005033813,"about_ca_topic_score_gemma":0.00000140413,"domain_scores_codex":[0.9990447,0.00001448218,0.0002372074,0.0002364609,0.0002814791,0.0001857027],"domain_scores_gemma":[0.998014,0.00007807343,0.0003303942,0.0004107263,0.001089243,0.00007761247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001366312,0.000148439,0.0004076646,0.000005308295,0.000003688509,1.050111e-8,0.0003506185,4.377546e-8,0.007523915,0.2684881,0.002303396,0.7207674],"study_design_scores_gemma":[0.000771472,0.0006935673,0.02654093,0.0003325704,0.00003866225,0.0005129574,0.0346479,0.0003916883,0.164119,0.544579,0.2267708,0.0006013974],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7442678,0.0005113272,0.06081372,0.1831162,0.004602656,0.0006430308,0.000003569471,0.0001067496,0.005935008],"genre_scores_gemma":[0.9949342,0.0001128757,0.002378168,0.0002461823,0.000078114,0.00006150587,4.161535e-7,0.000003678672,0.002184876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7201661,"threshold_uncertainty_score":0.6720013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01537457551955877,"score_gpt":0.3017967040924543,"score_spread":0.2864221285728956,"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."}}