{"id":"W4313342026","doi":"10.1007/978-3-031-20664-1","title":"Biomedical Engineering Systems and Technologies","year":2022,"lang":"en","type":"book","venue":"Communications in computer and information science","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"Kauno Technologijos Universitetas; Szegedi Tudományegyetem; Lietuvos Sveikatos Mokslų Universitetas; Daegu Gyeongbuk Institute of Science and Technology; National Taiwan University; National Yang-Ming University; Orta Doğu Teknik Üniversitesi; Tsinghua University; Shanghai Institute of Optics and Fine Mechanics, Chinese Academy of Sciences; Chung-Ang University; Universidade de Coimbra; North Dakota State University; Hebrew University of Jerusalem; Università degli Studi di Salerno; Università degli Studi di Milano-Bicocca; University of West Attica; University of Zanjan; Chinese Academy of Sciences; Université de Sherbrooke; Politechnika Lódzka; Middlesex University; Indian Council of Agricultural Research; Westfälische Wilhelms-Universität Münster; Durham University; Universidade do Porto; Commonwealth Scientific and Industrial Research Organisation; Università degli Studi di Milano; Johns Hopkins University; University of Washington; Massachusetts General Hospital","keywords":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003830273,0.001195636,0.0007325558,0.001564781,0.000679517,0.003215228,0.0007277878,0.001041032,0.08801757],"category_scores_gemma":[0.001077876,0.0004276106,0.0004546558,0.001455322,0.001040433,0.00187982,0.001771019,0.00168213,0.05862423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008170689,"about_ca_system_score_gemma":0.001080552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001248493,"about_ca_topic_score_gemma":0.002094796,"domain_scores_codex":[0.9996616,0.00004637742,0.0000126101,0.00003907334,0.0002203045,0.00001997106],"domain_scores_gemma":[0.9996914,0.0001316401,0.00001174389,0.00004869514,0.00008655056,0.00002998276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001805102,0.00002916471,0.00007945404,0.0003969846,0.00001650532,0.0001017719,0.0001913273,0.001272578,0.003936495,0.1281411,0.530873,0.3349437],"study_design_scores_gemma":[0.000002842922,0.00001723186,0.0001464133,0.0001007021,0.000004836296,0.0001517715,0.00003143719,0.0009576173,0.0003864433,0.02507737,0.9731171,0.000006260996],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005967817,0.0289457,0.07768732,0.003120402,0.006142392,0.000142055,0.0004542636,0.001396826,0.8815142],"genre_scores_gemma":[0.003672351,0.01267098,0.01244718,0.001346488,0.001086094,0.0001070199,0.0003316782,0.0002023738,0.9681358],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08801757,"threshold_uncertainty_score":0.2944481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01496512730883578,"score_gpt":0.2325961607369664,"score_spread":0.2176310334281306,"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."}}