{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005578936,0.0004464043,0.000477233,0.001045137,0.008346712,0.01042082,0.001184761,0.006148127,0.006081591],"category_scores_gemma":[0.0150679,0.000322914,0.0003476533,0.0005161094,0.02484697,0.0119873,0.005270108,0.01295899,0.003654123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005249958,"about_ca_system_score_gemma":0.0076803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002903667,"about_ca_topic_score_gemma":0.004098777,"domain_scores_codex":[0.9920848,0.004349496,0.0002136296,0.001116448,0.001503716,0.0007318533],"domain_scores_gemma":[0.9852129,0.006192776,0.0009623913,0.001415581,0.003402203,0.002814145],"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":[0.00004561912,0.00008167447,0.001641105,0.0002091271,0.000008898754,0.000452763,0.03581176,0.0001620543,0.0008182131,0.6347399,0.2606302,0.06539875],"study_design_scores_gemma":[0.000009963094,0.00005331977,0.0004047735,0.0003442434,0.000005238463,0.0005548244,0.01229622,0.0003711787,0.0004487268,0.08917195,0.8963162,0.00002342425],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01543986,0.02003226,0.02015416,0.7132612,0.0121883,0.00005143707,0.00005736721,0.0005689287,0.2182464],"genre_scores_gemma":[0.4819645,0.009265549,0.01322057,0.2060372,0.002458173,0.0001318567,0.00007742073,0.0004710321,0.2863736],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01042082,"threshold_uncertainty_score":0.0380913,"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."}}