{"id":"W3207161702","doi":"10.23977/aetp.2021.57027","title":"Design of Intelligent Education Service Robots for Big Data","year":2021,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Robot; Computer science; Service robot; Scheme (mathematics); Artificial intelligence; Service (business); Phrase; Algorithm; Sentence; Computer vision; Mathematics","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":[0.0004400923,0.0004214278,0.000432024,0.0004417148,0.0004770769,0.0006297973,0.001025517,0.0004430765,0.001848085],"category_scores_gemma":[0.0008624903,0.0002428526,0.0004782334,0.0003701965,0.0003689899,0.0009673486,0.000668899,0.0004381533,0.0005320713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000586234,"about_ca_system_score_gemma":0.001039671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004687132,"about_ca_topic_score_gemma":0.005197042,"domain_scores_codex":[0.9997614,0.00002915837,0.00001414125,0.00005713584,0.00009416074,0.00004399081],"domain_scores_gemma":[0.9997916,0.0000289175,0.00002170725,0.00002057625,0.0001096876,0.00002756828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004106226,0.0001785977,0.006285002,0.0004147306,0.0001156109,0.0005862756,0.0004327425,0.4451658,0.05036001,0.02768683,0.01341468,0.4549492],"study_design_scores_gemma":[0.0000173282,0.00008149997,0.000729945,0.000007274577,0.00001281789,0.0000625672,0.00005870872,0.9852259,0.005253891,0.004026239,0.004513498,0.00001033532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01556622,0.0001894498,0.9795704,0.0002845769,0.00005641746,0.000117465,0.0000636483,0.001329609,0.002822305],"genre_scores_gemma":[0.6163197,0.0003836552,0.3769236,0.0002430771,0.00005704592,0.0004120731,0.0003436886,0.0001322855,0.00518493],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004687132,"threshold_uncertainty_score":0.009319723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06058117963246588,"score_gpt":0.356163955454767,"score_spread":0.2955827758223011,"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."}}