{"id":"W7154627522","doi":"10.54481/uekbs2025.97","title":"AI - the undeclared teacher","year":2025,"lang":"","type":"article","venue":"","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Earl Haig Secondary School","funders":"","keywords":"Dual (grammatical number); Human life; Human intelligence; Ethical issues; Information technology; Emerging technologies","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0003371054,0.0001237421,0.0001016971,0.00003136445,0.000328539,0.001432959,0.001259007,0.00008078203,0.000805066],"category_scores_gemma":[0.00006815924,0.00007972227,0.0001503921,0.0008659965,0.0001730852,0.0004732437,0.0003887066,0.0002457736,0.000418536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007272488,"about_ca_system_score_gemma":0.0007943207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005053814,"about_ca_topic_score_gemma":0.00001076229,"domain_scores_codex":[0.9989398,0.00007381577,0.0002147684,0.0003179472,0.0002021115,0.0002516026],"domain_scores_gemma":[0.9988848,0.00007924667,0.0000342547,0.0008164207,0.0001147468,0.00007054404],"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":[4.851092e-7,0.0001089391,0.0001618868,0.000004208167,0.00002471868,1.449441e-7,0.001927827,0.000004263515,0.000001427044,0.5407814,0.3829538,0.07403086],"study_design_scores_gemma":[0.0001927373,0.00001577985,0.005487457,0.00002091811,0.0000125172,0.000001031735,0.002027957,0.04485798,0.00007304701,0.03963067,0.9075305,0.0001494255],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0003811875,0.0003092189,0.20207,0.2027371,0.001885782,0.0001326357,4.33547e-7,0.00006759829,0.592416],"genre_scores_gemma":[0.5173557,0.00001919147,0.0004527206,0.05736385,0.00004333374,0.000006430824,4.379965e-7,0.00000245479,0.4247559],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5245767,"threshold_uncertainty_score":0.9996036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01591738832950505,"score_gpt":0.3040609569587506,"score_spread":0.2881435686292456,"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."}}