{"id":"W3126453170","doi":"10.4018/ijaet.2021010102","title":"The Ontology of Adult Learning","year":2021,"lang":"en","type":"article","venue":"International Journal of Adult Education and Technology","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Ontology; Epistemology; Diversity (politics); Sociology; Cognition; Orientation (vector space); Vocational education; Cognitive science; Psychology; Pedagogy; Philosophy; Anthropology; Mathematics","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":[0.0001636782,0.0000417773,0.00008984862,0.0001449737,0.0001503689,0.00003791258,0.0002693285,0.00008999858,0.00004332202],"category_scores_gemma":[0.003067227,0.00003402462,0.00003613425,0.0001873551,0.0002609082,0.00008481114,0.00002670176,0.0001987246,0.0000025495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004551374,"about_ca_system_score_gemma":0.0009026293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001174957,"about_ca_topic_score_gemma":0.0007563572,"domain_scores_codex":[0.9992847,0.00007579151,0.0002823656,0.00006661422,0.0002034917,0.00008705467],"domain_scores_gemma":[0.9952542,0.0001414566,0.0003783847,0.00006279432,0.004127606,0.00003558051],"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":[0.00001007284,0.0001021347,0.03615947,0.000002124086,0.00004840947,0.000002272319,0.003960148,4.946018e-7,0.0002325229,0.6839603,0.001284864,0.2742372],"study_design_scores_gemma":[0.0005290612,0.00009518713,0.008800376,0.0001237472,0.00003120991,0.0002403465,0.1437381,0.00001434433,0.00424688,0.06922462,0.7728378,0.0001183317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8160774,0.00104994,0.0002499647,0.1674957,0.003814653,0.0000394162,6.477648e-7,0.00001772412,0.01125465],"genre_scores_gemma":[0.991794,0.002102945,0.0008077706,0.0002741724,0.000371323,0.000002755555,0.000001358622,0.00000314369,0.004642561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7715529,"threshold_uncertainty_score":0.3671978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005732059565636692,"score_gpt":0.3229831714708836,"score_spread":0.3172511119052469,"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."}}