{"id":"W4386998771","doi":"10.5539/ies.v16n5p19","title":"Intelligent Educational Recommendation Platform with AI Chatbots","year":2023,"lang":"en","type":"article","venue":"International Education Studies","topic":"AI in Service Interactions","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Mongkut's University of Technology North Bangkok","keywords":"Architecture; Computer science; Chatbot; Dialog box; Dialog system; Intelligent agent; Recommender system; Intelligent decision support system; World Wide Web; Interface (matter); Multimedia; Process (computing); Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002535935,0.0007484697,0.0004981267,0.001308227,0.001029641,0.001953751,0.001709226,0.001015641,0.008716776],"category_scores_gemma":[0.006366372,0.0003357953,0.0006968527,0.0008940907,0.0004526305,0.002607288,0.001282406,0.000827188,0.003279872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001121705,"about_ca_system_score_gemma":0.001796607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008226564,"about_ca_topic_score_gemma":0.006150289,"domain_scores_codex":[0.998204,0.0005802031,0.0001692421,0.0003625097,0.000496718,0.0001873716],"domain_scores_gemma":[0.9953186,0.001705813,0.0003000692,0.0007360083,0.001414587,0.000524968],"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":[0.002809994,0.001691688,0.03148646,0.00183875,0.0002693385,0.002684088,0.009347526,0.01964857,0.06619603,0.0467772,0.03703827,0.7802119],"study_design_scores_gemma":[0.0006323974,0.002845297,0.04010594,0.0005631105,0.0006956527,0.001896432,0.004814551,0.5998089,0.05681705,0.02717286,0.2640857,0.0005620189],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1889072,0.0005950086,0.714645,0.001170786,0.0002995774,0.001908647,0.0005569534,0.04064517,0.05127163],"genre_scores_gemma":[0.6308609,0.0002362254,0.3268916,0.0004493961,0.0001273873,0.0008944595,0.001355103,0.0004611874,0.03872376],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008716776,"threshold_uncertainty_score":0.0291605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09492032437929987,"score_gpt":0.4290222245206144,"score_spread":0.3341019001413146,"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."}}