{"id":"W4286511253","doi":"10.1016/j.caeai.2022.100091","title":"Artificial intelligence-based robots in education: A systematic review of selected SSCI publications","year":2022,"lang":"en","type":"review","venue":"Computers and Education Artificial Intelligence","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Science and Technology, Taiwan","keywords":"Robot; Artificial intelligence; Citation; Perception; Computer science; Psychology; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001217113,0.0004539299,0.001685388,0.00117133,0.0002318817,0.0003297108,0.001705108,0.0001591456,0.0001028051],"category_scores_gemma":[0.001092209,0.0004347994,0.0003113917,0.00518629,0.0001248886,0.0002616534,0.0002712488,0.0006453212,0.00005092509],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002807874,"about_ca_system_score_gemma":0.005971678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005837414,"about_ca_topic_score_gemma":0.00001581904,"domain_scores_codex":[0.9951051,0.0007367954,0.002452279,0.0008704414,0.0004736808,0.0003616398],"domain_scores_gemma":[0.9959742,0.0008480354,0.001338613,0.001130289,0.0005102776,0.000198572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[5.880208e-7,0.0005418024,7.555662e-7,0.2093038,0.00002186127,4.945762e-7,0.0001577568,0.0001286945,5.873066e-8,0.04983708,0.0003742914,0.7396328],"study_design_scores_gemma":[0.00001130213,0.0002370718,0.000002317134,0.7148879,0.0008401719,0.00008925156,0.0005962461,0.1018954,0.00001387093,0.02697581,0.1529748,0.001475874],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.56325e-7,0.8295359,0.1657605,0.001843381,0.001335832,0.001324259,0.000006383827,0.0000917955,0.0001011298],"genre_scores_gemma":[0.00006477023,0.9830816,0.01523234,0.0005129641,0.0001941454,0.0005511398,0.0002123866,0.00003047646,0.0001201323],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7381569,"threshold_uncertainty_score":0.9998104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1015350978162995,"score_gpt":0.3829106968494723,"score_spread":0.2813755990331728,"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."}}