{"id":"W4381195654","doi":"10.59670/jns.v33i.464","title":"Artificial Intelligence application in Education","year":2023,"lang":"en","type":"article","venue":"Journal of Namibian Studies History Politics Culture","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Demographics; Affect (linguistics); Population; Psychology; Sample (material); Variance (accounting); Institution; Demography; Medical education; Social science; Medicine; Sociology","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":[0.0003917688,0.00009484417,0.0002029919,0.0003238895,0.00007401993,0.00001969476,0.0003882182,0.00005681222,9.269675e-7],"category_scores_gemma":[0.0002706235,0.00008111414,0.00007831721,0.0005052632,0.00006715672,0.0001937179,0.00006585749,0.0003112837,0.00004305789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007155606,"about_ca_system_score_gemma":0.000315434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006636812,"about_ca_topic_score_gemma":0.00001469319,"domain_scores_codex":[0.9989216,0.00005773805,0.0004452046,0.0001368318,0.0002508029,0.0001878728],"domain_scores_gemma":[0.9990112,0.00005572237,0.0003051079,0.0001839848,0.0003727827,0.0000712461],"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":[0.000007500209,0.0004339159,0.001318039,0.0001525154,0.000111385,0.00007218203,0.03513333,0.005300491,0.0005354653,0.7448087,0.109023,0.1031034],"study_design_scores_gemma":[0.0001304423,0.0003304665,0.002476039,0.000324594,0.00005653795,0.0001138234,0.01770666,0.04912405,0.0001270799,0.2144662,0.714686,0.0004580525],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.264878,0.1333438,0.3691893,0.1624128,0.03876254,0.001526446,0.00002540377,0.001358554,0.02850312],"genre_scores_gemma":[0.9794838,0.001367152,0.01199127,0.000780933,0.001205674,0.000005018653,0.000003801231,0.00001375492,0.005148582],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7146058,"threshold_uncertainty_score":0.3307738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05470716644512796,"score_gpt":0.3451553706508415,"score_spread":0.2904482042057135,"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."}}