{"id":"W4404885747","doi":"10.5539/jel.v14n2p190","title":"Development of an Artificial Intelligence Chatbot-Integrated Learning Platform to Enhance Information, Media, and Technology Literacy Skills for 21st-Century Learners in Distance Learning System","year":2024,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"AI in Service Interactions","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chatbot; Media literacy; Mathematics education; Information literacy; Artificial intelligence; Literacy; Computer science; Distance education; Psychology; Multimedia; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001041615,0.0001297107,0.0002182501,0.0009860831,0.0002124273,0.0003331409,0.0002509945,0.0000833468,0.00000585012],"category_scores_gemma":[0.0008273801,0.0001210009,0.00002794597,0.0009093672,0.00003151255,0.002121868,0.00006294814,0.0008160483,0.000006011619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001919443,"about_ca_system_score_gemma":0.0004812779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001112753,"about_ca_topic_score_gemma":0.00002351375,"domain_scores_codex":[0.998513,0.00007639112,0.0008367733,0.0001878383,0.0001983334,0.0001876568],"domain_scores_gemma":[0.9984795,0.0003459968,0.0004538945,0.00008894999,0.0005215409,0.0001101523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001942415,0.00004992908,0.0003467588,0.0001711046,0.00001484318,0.000001241045,0.09014877,0.00243696,0.001413372,0.007978313,0.000004295197,0.897415],"study_design_scores_gemma":[0.0002182182,0.0008168241,0.001371973,0.006044611,0.00003284801,0.0004408618,0.5361829,0.1968325,0.01753564,0.001093131,0.2387767,0.0006538249],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6596729,0.0004857565,0.3382012,0.0006669665,0.0007271392,0.0001321223,3.596396e-7,0.00005342593,0.00006012119],"genre_scores_gemma":[0.9096013,0.00008980475,0.09012043,0.00003366109,0.00007031783,0.0000179443,0.000006519653,0.000008774768,0.00005127525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8967612,"threshold_uncertainty_score":0.4934273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00978750161344802,"score_gpt":0.3104437202497889,"score_spread":0.3006562186363409,"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."}}