{"id":"W3039076311","doi":"10.14516/fde.835","title":"Operational Media: Cybernetics, Biopolitics and Postwar Education","year":2020,"lang":"en","type":"article","venue":"Foro de Educación","topic":"Cybernetics and Technology in Society","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Cybernetics; Sociology; Humanism; Biopower; Context (archaeology); Agency (philosophy); Epistemology; Social science; Citizenship; Media studies; Law; Political science; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004839889,0.00009891536,0.00009736024,0.00002409279,0.0001778035,0.000105152,0.0001050394,0.00007306647,0.002060498],"category_scores_gemma":[0.00008568816,0.00009648335,0.00003672939,0.00002415601,0.0003162943,0.00006567488,0.00004954519,0.0001479491,0.000130308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002586149,"about_ca_system_score_gemma":0.0001824469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001700658,"about_ca_topic_score_gemma":0.00008204598,"domain_scores_codex":[0.9994234,0.00001129833,0.000132248,0.0001614759,0.00009151438,0.000180046],"domain_scores_gemma":[0.9996044,0.00004476912,0.00003296317,0.00009683398,0.00009523936,0.0001257647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002517659,0.00005519603,0.0007217709,0.00001285236,0.00001629321,5.736794e-7,0.02072814,3.638133e-7,0.00003509123,0.9062181,0.0693632,0.002845908],"study_design_scores_gemma":[0.0001527704,0.00008393137,0.00081759,0.000009562813,0.00002783249,0.000008257111,0.007935709,0.000119133,0.000225878,0.03190879,0.9585541,0.0001564453],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8557624,0.002419305,0.00003218302,0.06673767,0.001622312,0.0002742408,0.0001545838,0.000220502,0.07277686],"genre_scores_gemma":[0.989558,0.00009914919,0.0009543275,0.004263022,0.001829025,0.0000167875,0.00006347636,0.00001722819,0.003199001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8891909,"threshold_uncertainty_score":0.9988518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0198654055426342,"score_gpt":0.2313128519661677,"score_spread":0.2114474464235336,"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."}}