{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005732744,0.0005954204,0.0005569793,0.001678003,0.004909378,0.009166135,0.0010887,0.003695154,0.003507031],"category_scores_gemma":[0.006027003,0.0002714068,0.0004221339,0.001105698,0.03858761,0.007875347,0.005079671,0.005628624,0.00104296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01208428,"about_ca_system_score_gemma":0.007168477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007674077,"about_ca_topic_score_gemma":0.005276541,"domain_scores_codex":[0.9941585,0.003214268,0.0002549264,0.000744588,0.001160085,0.00046757],"domain_scores_gemma":[0.9965308,0.002017426,0.0002128216,0.0004283355,0.0004821093,0.0003285493],"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":[0.00001094187,0.000009586945,0.0001667562,0.0000510481,0.000002809719,0.00002496873,0.002770298,0.0001869914,0.00006137221,0.9767314,0.004851394,0.01513247],"study_design_scores_gemma":[0.000009887295,0.00003440168,0.000307632,0.0003226459,0.000003929048,0.00007802129,0.00163673,0.0005728531,0.0001554016,0.5637152,0.4331448,0.00001858322],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01293113,0.1273724,0.02901733,0.26019,0.003828366,0.00004894554,0.00006050577,0.0001924844,0.5663587],"genre_scores_gemma":[0.7846496,0.05058989,0.01535582,0.02408131,0.004012153,0.0002592776,0.00005614732,0.0002467376,0.120749],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01208428,"threshold_uncertainty_score":0.08767796,"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."}}