{"id":"W4391402618","doi":"10.18280/ijsdp.190119","title":"Evaluating Students Acceptance of AI Chatbot to Enhance Virtual Collaborative Learning in Malaysia","year":2024,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"AI in Service Interactions","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Teknikal Malaysia Melaka","keywords":"Chatbot; Computer science; Virtual learning environment; Multimedia; World Wide Web; Engineering; Human–computer interaction","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":[0.001057502,0.0001074914,0.0001655667,0.0006878127,0.00006295173,0.0003913509,0.0007103707,0.00003330534,0.00001632712],"category_scores_gemma":[0.000270642,0.0001039803,0.00002471481,0.0005837036,0.00001293198,0.001327073,0.0003451643,0.0003467391,0.000004463016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000285658,"about_ca_system_score_gemma":0.0005336238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000100707,"about_ca_topic_score_gemma":0.000002960032,"domain_scores_codex":[0.9983066,0.00006238261,0.0005492134,0.0001835806,0.0007086621,0.0001895435],"domain_scores_gemma":[0.9982757,0.0002535387,0.0002168359,0.00005495252,0.001138891,0.0000601045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005351561,0.0002696667,0.108002,0.0002440914,0.0008897892,0.008209786,0.4016205,0.2064858,0.006837294,0.03152956,0.001402522,0.2339738],"study_design_scores_gemma":[0.002899219,0.002320018,0.2587346,0.01453291,0.00006310204,0.0008781667,0.3768919,0.1730494,0.07844958,0.007891787,0.08240597,0.001883452],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9235029,0.0004219393,0.07375626,0.00134392,0.0006515487,0.00009590179,4.926007e-7,0.00001548561,0.0002115101],"genre_scores_gemma":[0.9760221,0.00001577573,0.02272495,0.0001722785,0.00008904811,0.000008672838,0.00000116088,0.000006805013,0.000959181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2320904,"threshold_uncertainty_score":0.4240195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01764535981006061,"score_gpt":0.3840098813742106,"score_spread":0.36636452156415,"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."}}