{"id":"W4412075527","doi":"10.17718/tojde.1552001","title":"ARTIFICIAL INTELLIGENCE IN MICRO-CREDENTIALS FOR OPEN AND DISTANCE LEARNING: A TECHNOLOGICALLY ENHANCED SYSTEMATIC REVIEW","year":2025,"lang":"en","type":"article","venue":"Turkish Online Journal of Distance Education","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Distance education; Computer science; Artificial intelligence; Psychology; Mathematics education","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":[0.01194788,0.0009076963,0.003112799,0.01907946,0.0008060368,0.003331048,0.001342336,0.001557128,0.004391058],"category_scores_gemma":[0.05006884,0.0006155589,0.003539361,0.01675383,0.001041828,0.003138771,0.002086817,0.0009967197,0.0004307076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002822997,"about_ca_system_score_gemma":0.01891153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004069063,"about_ca_topic_score_gemma":0.01714549,"domain_scores_codex":[0.9900849,0.003337814,0.003377912,0.0006133211,0.00233045,0.0002555965],"domain_scores_gemma":[0.9507158,0.03699825,0.006293761,0.0009551996,0.004552199,0.000484766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009998171,0.00004191983,0.001885126,0.8630018,0.002596482,0.0002341233,0.0008426482,0.0001383358,0.000287424,0.00132116,0.003722561,0.1258284],"study_design_scores_gemma":[0.00005993795,0.0001266194,0.005509474,0.9120423,0.01542995,0.0006609767,0.001088722,0.0001339338,0.0002430818,0.0009712208,0.06369274,0.00004108403],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001914313,0.9950512,0.000591036,0.000648882,0.0001944301,0.0004113005,0.0004190746,0.00001175158,0.0007580615],"genre_scores_gemma":[0.02109324,0.9750813,0.001681117,0.0007167134,0.0001209139,0.0007082479,0.0003526204,0.0000081757,0.0002377112],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01907946,"threshold_uncertainty_score":0.06318718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0179196277077997,"score_gpt":0.359834364565973,"score_spread":0.3419147368581733,"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."}}