{"id":"W4397034135","doi":"10.1007/978-3-031-55272-4_12","title":"Manifesto in Defence of Human-Centred Education in the Age of Artificial Intelligence","year":2024,"lang":"en","type":"book-chapter","venue":"Palgrave studies in creativity and culture","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université de Sherbrooke; Université Laval","funders":"Agence Nationale de la Recherche","keywords":"Manifesto; Transformative learning; Autonomy; Engineering ethics; General partnership; Sociology; Political science; Artificial intelligence; Psychology; Pedagogy; Knowledge management; Engineering; Computer science; Law","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":[0.0009267946,0.0001631226,0.0004125698,0.000108912,0.0001494676,0.00003775413,0.0002013061,0.0003117592,0.0000158526],"category_scores_gemma":[0.0005109246,0.0001207686,0.00007302465,0.0001541422,0.001390119,0.00004201436,0.00007415799,0.0006046752,0.000001284178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009165252,"about_ca_system_score_gemma":0.0001719953,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003128388,"about_ca_topic_score_gemma":0.1364632,"domain_scores_codex":[0.9987866,0.0001345272,0.0003677472,0.0002255786,0.0003231923,0.000162388],"domain_scores_gemma":[0.9991971,0.0003504498,0.0001599107,0.0001138882,0.0001580032,0.00002065366],"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":[0.000006089203,0.00003580803,0.0003964087,0.0001601774,0.00002035436,0.00001207678,0.2966131,7.61049e-7,0.00001712221,0.6998696,0.00005440398,0.002814088],"study_design_scores_gemma":[0.00002305341,0.00005933441,0.0006503452,0.001120686,0.0000255572,2.854751e-7,0.1516448,4.841118e-7,0.00001460653,0.8451606,0.001190103,0.0001101212],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01981899,0.02079919,0.000003868286,0.001897455,0.0002988069,0.0006979965,0.00003814332,0.000008958807,0.9564366],"genre_scores_gemma":[0.9725031,0.01515298,0.00003002118,0.00006405321,0.0001266593,0.00001206646,0.000008282379,0.00000678878,0.01209608],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.952684,"threshold_uncertainty_score":0.8792941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1879458188571317,"score_gpt":0.4414650874527966,"score_spread":0.2535192685956649,"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."}}