{"id":"W4389056774","doi":"10.3390/digital3040020","title":"The Human Nature of Generative AIs and the Technological Nature of Humanity: Implications for Education","year":2023,"lang":"en","type":"article","venue":"Digital","topic":"Embodied and Extended Cognition","field":"Neuroscience","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Orchestration; Generative grammar; Humanity; Argument (complex analysis); Process (computing); Order (exchange); Collective intelligence; Emerging technologies; Epistemology; Domain (mathematical analysis); Engineering ethics; Cognitive science; Sociology; Computer science; Psychology; Knowledge management; Artificial intelligence; Political science; Business; Engineering; Medicine","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":[0.00009956189,0.00005190631,0.0000679141,0.00003737984,0.0003094386,0.00005628054,0.000157941,0.0001037559,6.727341e-7],"category_scores_gemma":[0.0008705016,0.00002765261,0.00004162228,0.0002028163,0.0004607528,0.00009612049,0.00004299199,0.0001901191,0.000001386437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005323371,"about_ca_system_score_gemma":0.0000218272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.992322e-7,"about_ca_topic_score_gemma":0.00000252367,"domain_scores_codex":[0.9995782,0.00001815637,0.000106957,0.0001412195,0.00007176706,0.00008366547],"domain_scores_gemma":[0.9992729,0.0004000109,0.00007538357,0.000157281,0.00008342419,0.00001094998],"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":[0.00001008188,0.0000288902,0.0000541745,0.000006008891,0.000003128183,3.941573e-8,0.0001032611,3.289994e-7,0.01655209,0.969332,0.001157038,0.01275294],"study_design_scores_gemma":[0.000212334,0.00004020412,0.002077417,0.000008813605,0.000008189691,0.000003697218,0.0005152812,0.00002487718,0.06222565,0.9317704,0.003067003,0.00004614871],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.860213,0.0003652837,0.00008144569,0.01362701,0.000213423,0.001105716,0.0004521424,0.0001509049,0.123791],"genre_scores_gemma":[0.9992862,0.00003598216,0.00001308403,0.0002019476,0.00003704506,0.00009408047,0.00003419282,0.000004564275,0.0002929199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1390731,"threshold_uncertainty_score":0.2379983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02842724579648082,"score_gpt":0.3220977816346776,"score_spread":0.2936705358381968,"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."}}