{"id":"W4205216864","doi":"10.1109/netsoft51509.2021.9492544","title":"Technical Program","year":2021,"lang":"en","type":"article","venue":"","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Argonne National Laboratory; National Institute of Information and Communications Technology; Télécom Paris; U.S. Navy; University of California, Davis; National Institute of Informatics; National Taiwan University; Université Libanaise; Universidade de Coimbra; Technische Universität München; University of Nebraska-Lincoln; Umeå Universitet; Universidade Estadual de Campinas; Universidad Carlos III de Madrid; Università degli Studi di Genova; Keio University; Hong Kong Polytechnic University; Tokyo City University; Nanjing University of Posts and Telecommunications; Universiteit Gent; iMinds; Scuola Superiore Sant'Anna; Brown University; Ministerio de Economía y Competitividad; University of Colorado Colorado Springs; Lunds Universitet; Ege Üniversitesi; Technische Universität Dresden; Centre National de la Recherche Scientifique; San José State University; Politechnika Warszawska; Carnegie Mellon University; Korea University; Nanjing University; Pohang University of Science and Technology; University of Texas at Dallas; University of Science and Technology of China; University of Newcastle Australia; Technische Universiteit Delft; University of Tehran; Universiteit van Amsterdam; Danmarks Tekniske Universitet; Yeungnam University; King Saud University; Iran Telecommunication Research Center; University of Macedonia; Karlstads universitet; Politecnico di Torino; Università di Catania; Dalhousie University; McGill University; Institut national de recherche en informatique et en automatique (INRIA); Budapesti Műszaki és Gazdaságtudományi Egyetem; Eötvös Loránd Tudományegyetem; National University of Singapore; University College London; Saint Louis University; Yuhan; University of Portsmouth; Santa Clara University; Queen Mary University of London; Saint Joseph University; Università degli Studi di Trento","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.00002201231,0.000016783,0.00001807277,0.00000743096,0.00001169952,0.00004427149,0.0001100235,0.000008849662,0.0000183903],"category_scores_gemma":[0.00001341702,0.0000149822,0.00001115107,0.0001232107,0.000002302916,0.00004593248,0.00005560288,0.00002376237,0.00002784605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005679643,"about_ca_system_score_gemma":0.00003477149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.040716e-7,"about_ca_topic_score_gemma":8.946898e-7,"domain_scores_codex":[0.9997986,0.000001532264,0.00003045001,0.00006668361,0.00004899154,0.00005377286],"domain_scores_gemma":[0.9998109,0.00001140047,0.000002297919,0.000123771,0.00002686811,0.00002480906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[1.21225e-8,0.00003759986,0.00004920381,0.000001262726,6.719225e-7,0.000003641597,0.000006624454,0.000323311,0.0007185646,0.9682813,0.001297086,0.02928069],"study_design_scores_gemma":[0.0001874264,0.00007148623,0.04173672,0.0000214785,0.000003521587,0.0002644295,0.00003072094,0.4906541,0.01550491,0.03734429,0.4137523,0.0004286006],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0002361185,0.00003433042,0.9517477,0.002875247,0.0001397716,0.00001432541,1.733668e-8,0.0001841966,0.0447683],"genre_scores_gemma":[0.1955513,0.000002323888,0.8034436,0.0001292796,0.00002252814,0.000005244857,4.313368e-7,0.00000104295,0.0008442546],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9309371,"threshold_uncertainty_score":0.06109563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01507623962439722,"score_gpt":0.2727835240374908,"score_spread":0.2577072844130936,"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."}}