{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004758794,0.0001286203,0.000189761,0.00006896544,0.0002024089,0.00008866848,0.000171407,0.0001528992,0.0006845323],"category_scores_gemma":[0.0004540028,0.0001197654,0.00003457715,0.00045913,0.0004508553,0.0002767722,0.00004249538,0.0002824742,0.00004663433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001255735,"about_ca_system_score_gemma":0.0006642343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007428546,"about_ca_topic_score_gemma":0.00001324466,"domain_scores_codex":[0.9984341,0.000430528,0.0002803699,0.0003494149,0.0002697216,0.0002358418],"domain_scores_gemma":[0.9990046,0.0003837999,0.00005518156,0.0001415751,0.0001029784,0.0003118713],"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":[0.00004453332,0.0004001736,0.00325589,0.00003573427,0.000004488839,0.000001110536,0.003846976,9.790425e-7,0.00008503052,0.9821246,0.00037662,0.009823898],"study_design_scores_gemma":[0.0001834189,0.00009129849,0.0315733,0.00003785909,0.000009694627,0.000001137323,0.001745223,0.00001337293,0.000007258451,0.9103169,0.05580858,0.0002118918],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2409509,0.000527557,0.00005040981,0.5889568,0.003208438,0.0005635077,0.000005499785,0.0001130882,0.1656239],"genre_scores_gemma":[0.984369,0.0001617963,0.0004126749,0.009355582,0.005407589,0.00008306038,0.00001992516,0.00001323876,0.0001771727],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7434181,"threshold_uncertainty_score":0.7495149,"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."}}