{"id":"W4385151647","doi":"10.1007/978-3-031-38854-5","title":"Biomedical Engineering Systems and Technologies","year":2023,"lang":"en","type":"book","venue":"Communications in computer and information science","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"Universitat Politècnica de València; University of Illinois at Urbana-Champaign; Nile University; Lietuvos Sveikatos Mokslų Universitetas; Kauno Technologijos Universitetas; Szegedi Tudományegyetem; Politechnika Lódzka; Westfälische Wilhelms-Universität Münster; Universidade do Minho; Universidade de Coimbra; University of Zanjan; Slovak Academic Information Agency; Universidad Nacional de Mar del Plata; Athabasca University; Universidad de Las Palmas de Gran Canaria; Universidade de Lisboa; Instituto Superior Técnico; Tsinghua University; Technische Universität München; National Yang-Ming University; Virginia Commonwealth University; Ondokuz Mayis Üniversitesi; Instituto Mexicano del Seguro Social; Universidad de Murcia; Universidade de São Paulo; Università di Pisa; Fondazione Bruno Kessler; Fudan University; Università degli Studi di Milano-Bicocca; Università degli Studi di Brescia; Aalto-Yliopisto; Julius-Maximilians-Universität Würzburg; Islamic Azad University; University of Southampton; Chung-Ang University; University of Bristol; University of Twente; Orta Doğu Teknik Üniversitesi; University of the West of Scotland; Weizmann Institute of Science; Middlesex University; Indian Council of Agricultural Research; North Dakota State University; Kitasato University; Università degli Studi di Milano; Hebrew University of Jerusalem; Università degli Studi di Torino; Queen Mary University of London; Hannam University; Masarykova Univerzita; Academia Militar; University of Pittsburgh; Universidad de León; Johns Hopkins University; Universitat Politècnica de Catalunya; Universidade de Aveiro; George Washington University; Massachusetts General Hospital","keywords":"Computer science; Electronics; Systems engineering; Nanotechnology; Data science; Engineering; Electrical engineering; Materials science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003730161,0.0001242696,0.0001448057,0.0009724791,0.00008268496,0.0001809151,0.0005929273,0.0001634061,4.411814e-7],"category_scores_gemma":[0.00005091202,0.0001214908,0.00001018174,0.000599957,0.0004655635,0.0009957835,0.0004485251,0.0003437275,0.00002283681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001255733,"about_ca_system_score_gemma":0.00007611589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002495021,"about_ca_topic_score_gemma":5.007566e-7,"domain_scores_codex":[0.9992316,0.000003498517,0.0003147331,0.00009700667,0.0001898047,0.0001633205],"domain_scores_gemma":[0.9992334,0.0001149154,0.00003246532,0.0005109612,0.00004858438,0.00005963308],"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":[0.000001226761,0.00002745185,0.00006181354,0.004719821,0.00004384381,0.00000141546,0.00345282,0.01887198,0.00007721824,0.1080315,0.02384385,0.840867],"study_design_scores_gemma":[0.00006000646,0.000009154816,0.0003922501,0.0003713735,0.000002598995,0.00001124674,0.00006409632,0.8281735,0.00000163922,0.0001946757,0.170576,0.0001434474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004966994,0.04054106,0.7872906,0.006050728,0.01977924,0.003242534,0.0002887909,0.01836426,0.1194757],"genre_scores_gemma":[0.5652929,0.2441958,0.1700953,0.0004666635,0.001156141,0.001307669,0.002252101,0.0003303479,0.01490297],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8407236,"threshold_uncertainty_score":0.4954251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01960219683685146,"score_gpt":0.2442939410833639,"score_spread":0.2246917442465124,"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."}}