{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001966615,0.0002274815,0.0002129816,0.001212618,0.0013324,0.005996907,0.0005768855,0.00097216,0.01936319],"category_scores_gemma":[0.006320309,0.0001213565,0.0002158889,0.001635199,0.001476347,0.003518182,0.002755838,0.001266568,0.003292189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002127541,"about_ca_system_score_gemma":0.003090742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001494453,"about_ca_topic_score_gemma":0.002784483,"domain_scores_codex":[0.9978725,0.0009191266,0.0001256041,0.0002122131,0.0006181974,0.0002523706],"domain_scores_gemma":[0.9961715,0.001915507,0.0003963671,0.0004153906,0.0005908244,0.000510381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004135982,0.000387438,0.03625028,0.0008153495,0.00002612188,0.0007512742,0.008317132,0.0005559676,0.001743673,0.2906758,0.02974526,0.6306903],"study_design_scores_gemma":[0.00001246245,0.0002201293,0.04772889,0.001315863,0.00002451339,0.001517039,0.01258847,0.001152066,0.002001974,0.08846346,0.8449449,0.00003028044],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1146535,0.01505696,0.01302399,0.02467242,0.0008085085,0.0001625732,0.0001667361,0.0002572877,0.831198],"genre_scores_gemma":[0.876283,0.009552277,0.01096141,0.003913136,0.0003554775,0.0001304623,0.0001404153,0.00004828221,0.09861556],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01936319,"threshold_uncertainty_score":0.06477636,"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."}}