{"meta":{"query_hash":"013668b17968","filters":{"venue":"Internet of Things and Cyber-Physical Systems"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/013668b17968","api":"https://metacan.xera.ac/api/v1/cohort?venue=Internet+of+Things+and+Cyber-Physical+Systems"},"results":[{"id":"W4360602064","doi":"10.1016/j.iotcps.2023.03.001","title":"Android malware classification using optimum feature selection and ensemble machine learning","year":2023,"lang":"en","type":"article","venue":"Internet of Things and Cyber-Physical Systems","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":73,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Malware; Computer science; Random forest; Machine learning; Support vector machine; Ensemble learning; Majority rule; Artificial intelligence; Feature selection; Android (operating system); Android malware; Perceptron; Decision tree; Classifier (UML); Data mining; Artificial neural network; Computer security; Operating system","score_opus":0.01787337049937917,"score_gpt":0.26279433890797654,"score_spread":0.24492096840859737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4360602064","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5416564,0.00014844358,0.45707434,0.00013377663,0.00015163663,0.0001721189,0.0000013166482,0.0004986662,0.0001633124],"genre_scores_gemma":[0.9947337,0.000029314364,0.004414274,0.000018486804,0.000065151464,0.000014157234,0.000003766899,0.000014713288,0.0007064546],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999001,0.00007283593,0.00018379447,0.00036556766,0.00020138524,0.000175368],"domain_scores_gemma":[0.99942183,0.0000771069,0.00020070944,0.00014142338,0.00009527928,0.00006364076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019880258,0.00014245269,0.0002369093,0.00012996074,0.00009666385,0.00015393079,0.00017930228,0.00008678441,5.552082e-7],"category_scores_gemma":[0.000039166014,0.00012802165,0.000043695887,0.00036008688,0.000036689904,0.00057274866,0.00018870263,0.00025162427,0.0000036093186],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008269131,0.00013128607,0.0053480593,0.0006298829,0.0001344457,0.00002354801,0.006176049,0.0035377557,0.8619052,0.04277457,0.00091708696,0.07833941],"study_design_scores_gemma":[0.0001302244,0.00019579689,0.0009291896,0.00014228279,0.000008815231,0.000078946534,0.00009895822,0.9775506,0.018650657,0.0010680456,0.000995031,0.00015140169],"about_ca_topic_score_codex":0.00041245972,"about_ca_topic_score_gemma":0.000003842768,"teacher_disagreement_score":0.9740129,"about_ca_system_score_codex":0.000043346983,"about_ca_system_score_gemma":0.000008797354,"threshold_uncertainty_score":0.5220572},"labels":[],"label_agreement":null},{"id":"W4381252082","doi":"10.1016/j.iotcps.2023.06.002","title":"Transformative effects of ChatGPT on modern education: Emerging Era of AI Chatbots","year":2023,"lang":"en","type":"article","venue":"Internet of Things and Cyber-Physical Systems","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":456,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Transformative learning; Originality; Chatbot; Engineering ethics; Computer science; Public relations; Psychology; Knowledge management; Pedagogy; Sociology; Political science; World Wide Web; Engineering; Qualitative research","score_opus":0.030182874970781058,"score_gpt":0.36102319968001034,"score_spread":0.3308403247092293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381252082","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99578106,0.00031414267,0.000466907,0.0012855851,0.0006908116,0.00045455634,0.0000026299829,0.000025446467,0.0009788356],"genre_scores_gemma":[0.9991331,0.000060330494,0.000011208649,0.0001588743,0.00021307262,0.000040658808,0.000011254959,0.0000126957375,0.00035877488],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99891436,0.000045062567,0.00046256615,0.00016052155,0.0002697937,0.00014767719],"domain_scores_gemma":[0.9991244,0.00022231664,0.00020862476,0.00015001398,0.00020930181,0.00008530664],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016843124,0.0001151885,0.00042439965,0.000104498504,0.000023048646,0.000008159826,0.00007537378,0.00006943979,0.000004501748],"category_scores_gemma":[0.000072420466,0.000092462484,0.00010052448,0.00020481356,0.00007788943,0.00012952292,0.000016443937,0.00020635246,0.000011535436],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000592375,0.0018814069,0.005203289,0.015151781,0.00038440432,0.0000059618483,0.32615483,0.00017599028,0.065053664,0.036891516,0.0023235006,0.54618126],"study_design_scores_gemma":[0.00042059427,0.00419423,0.009019137,0.01821351,0.00024086892,0.000023704426,0.016948711,0.102536574,0.83606005,0.01100963,0.0009114031,0.00042156345],"about_ca_topic_score_codex":0.0032017126,"about_ca_topic_score_gemma":0.0000037092832,"teacher_disagreement_score":0.7710064,"about_ca_system_score_codex":0.000030412299,"about_ca_system_score_gemma":0.00008858164,"threshold_uncertainty_score":0.4840053},"labels":[],"label_agreement":null},{"id":"W4407070057","doi":"10.1016/j.iotcps.2025.01.001","title":"Generative AI in cybersecurity: A comprehensive review of LLM applications and vulnerabilities","year":2025,"lang":"en","type":"review","venue":"Internet of Things and Cyber-Physical Systems","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":74,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer security; Generative grammar; Computer science; Artificial intelligence","score_opus":0.018035147932364035,"score_gpt":0.2985125211481229,"score_spread":0.28047737321575883,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407070057","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000053007323,0.9933008,0.0045392886,0.00010261523,0.00021221324,0.0012300165,0.000015461348,0.000026725236,0.0005198872],"genre_scores_gemma":[0.0008502902,0.9981572,0.00017110127,0.00023239579,0.000095599244,0.00031691382,0.000010944428,0.000009473353,0.00015606462],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99770993,0.00040956258,0.00091181276,0.0005425807,0.0002528323,0.00017328025],"domain_scores_gemma":[0.99815905,0.0005581211,0.00060062116,0.00041630998,0.00019965798,0.0000662552],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002959807,0.0003177994,0.0020223637,0.00017900475,0.000039871,0.00008194589,0.0005013403,0.00016684906,0.0000021310848],"category_scores_gemma":[0.000041551655,0.00025246554,0.00025689727,0.00048431059,0.00017683824,0.00027937864,0.00049786235,0.0004537334,0.0000019939903],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003097021,0.0001607227,8.2886186e-7,0.22131869,0.00013034932,0.0000022327274,0.0014016168,0.0000013334811,0.000004242893,0.115124896,0.0008479993,0.661004],"study_design_scores_gemma":[0.00013576917,0.00019233253,0.0000014977738,0.19626236,0.00016279354,0.000029843504,0.00005243169,0.004471186,0.00001273771,0.0030182512,0.7953461,0.0003147159],"about_ca_topic_score_codex":0.0008849296,"about_ca_topic_score_gemma":0.000008801285,"teacher_disagreement_score":0.7944981,"about_ca_system_score_codex":0.000051615876,"about_ca_system_score_gemma":0.0000842016,"threshold_uncertainty_score":0.9999928},"labels":[],"label_agreement":null}]}