{"id":"W2561717213","doi":"10.7202/1070559ar","title":"Assessment or Surveillance? Panopticism and Higher Education","year":2020,"lang":"en","type":"article","venue":"Philosophical Inquiry in Education","topic":"Critical Theory and Philosophy","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Panopticon; Dissent; Sociology; Control (management); Hegemony; Epistemology; Construct (python library); Higher education; Psychology; Public relations; Social psychology; Law; Political science; Politics; Philosophy; Computer science; Economics; Management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008672176,0.0005580378,0.0003625808,0.002348402,0.005107091,0.006816897,0.0009533537,0.002154556,0.002490882],"category_scores_gemma":[0.0093477,0.0002526967,0.0003912217,0.001611031,0.05873615,0.01248448,0.006276477,0.004831212,0.000324619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005908777,"about_ca_system_score_gemma":0.002830586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003909012,"about_ca_topic_score_gemma":0.003071996,"domain_scores_codex":[0.9928941,0.004774252,0.0002287098,0.0008344795,0.0008244563,0.0004439122],"domain_scores_gemma":[0.9935447,0.003880142,0.0006529285,0.0008523743,0.0007587286,0.0003111239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007665407,0.000004042939,0.0001393087,0.0000306357,0.000001703426,0.00001560959,0.009472974,0.00006557842,0.00008743027,0.9848894,0.0006173797,0.004668374],"study_design_scores_gemma":[0.000008886607,0.00002478972,0.0005398489,0.0001513612,0.000005792533,0.00008439342,0.007463656,0.0004948996,0.000269976,0.9059528,0.08498623,0.0000174275],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08254315,0.0189406,0.1519117,0.1113689,0.002241201,0.0001443422,0.00008142766,0.0002363852,0.6325322],"genre_scores_gemma":[0.9764732,0.002023875,0.007985909,0.0029599,0.0005037536,0.00008599168,0.00002375152,0.00005883808,0.009884701],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9948929,"threshold_uncertainty_score":0.04586339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1396251005224446,"score_gpt":0.4349112475220202,"score_spread":0.2952861469995755,"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."}}