{"id":"W4403823802","doi":"10.36227/techrxiv.173014462.28892593/v1","title":"AI in Education: the XXI Century Leviathan","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Engineering Education and Technology","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algonquin College","funders":"","keywords":"LEVIATHAN (cipher); Political science; Computer science; Computer security","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":[],"consensus_categories":[],"category_scores_codex":[0.0001392749,0.0001154069,0.00009486271,0.0002240173,0.00001878142,0.0001816138,0.001271884,0.0001558303,0.00002891475],"category_scores_gemma":[0.00001949381,0.00008122267,0.00004626188,0.0003390461,0.00002045543,0.00003304303,0.001373615,0.0008321091,0.000208866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000812808,"about_ca_system_score_gemma":0.0005967151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007651608,"about_ca_topic_score_gemma":0.00003211513,"domain_scores_codex":[0.9992734,0.00001810378,0.0001499763,0.0003321666,0.00009295496,0.0001333507],"domain_scores_gemma":[0.9989743,0.00002658543,0.00002455008,0.0009156006,0.00003201445,0.00002698038],"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":[6.910909e-8,0.00004427992,0.00003005417,0.00005852625,0.000006233909,0.000001292481,0.0005132082,0.00007566519,0.000008944403,0.907931,0.03796799,0.05336274],"study_design_scores_gemma":[0.00004305971,0.000009969247,0.002588394,0.0002047202,0.000006685043,0.0000268365,0.0001755902,0.01715371,0.0002399437,0.3515671,0.6276578,0.0003262246],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01314245,0.01845365,0.0987225,0.7197877,0.05570607,0.001075223,0.000002984061,0.003316755,0.08979262],"genre_scores_gemma":[0.9747128,0.0003606444,0.0125312,0.005299368,0.0003003831,0.0002452537,0.000006952321,0.00001722127,0.006526149],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9615704,"threshold_uncertainty_score":0.3615146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008007963339963066,"score_gpt":0.2693515149430232,"score_spread":0.2613435516030601,"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."}}