{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002152509,0.0001676567,0.0001321206,0.0005178397,0.0002385374,0.0002025528,0.0006774985,0.00003712239,0.0002881527],"category_scores_gemma":[0.0002822849,0.0001476791,0.00005132765,0.0008040993,0.0000537273,0.00151908,0.000265098,0.0001615073,0.001524506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003852875,"about_ca_system_score_gemma":0.0004309349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005699247,"about_ca_topic_score_gemma":0.00007767861,"domain_scores_codex":[0.9986293,0.00002559997,0.0003376206,0.0004020245,0.0004002895,0.000205166],"domain_scores_gemma":[0.9968619,0.0003543837,0.0001835964,0.0003060511,0.002222422,0.00007158973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003796684,0.0007164944,0.01034969,0.00004728144,0.0007969548,0.000002841537,0.01030798,0.0007366922,0.0001386411,0.3268687,0.4138208,0.2361759],"study_design_scores_gemma":[0.0003970051,0.00013166,0.03066104,0.00024966,0.00002914252,0.0001328749,0.009181785,0.01317292,0.001295321,0.08795318,0.8561521,0.0006433654],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09228863,0.0004461485,0.1502328,0.6694863,0.04866146,0.0007648977,0.00003661921,0.001305957,0.03677716],"genre_scores_gemma":[0.933997,0.0007197761,0.02830894,0.01027953,0.001425431,0.001020643,0.00048077,0.00004112206,0.02372681],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8417084,"threshold_uncertainty_score":0.9992529,"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."}}