{"meta":{"query_hash":"849bf37699b0","filters":{"venue":"Engineering cyber-physical systems and critical infrastructures"},"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/849bf37699b0","api":"https://metacan.xera.ac/api/v1/cohort?venue=Engineering+cyber-physical+systems+and+critical+infrastructures"},"results":[{"id":"W4309791565","doi":"10.1007/978-3-031-16237-4_6","title":"Secure Design of Cyber-Physical Systems at the Radio Frequency Level: Machine and Deep Learning-Driven Approaches, Challenges and Opportunities","year":2022,"lang":"en","type":"book-chapter","venue":"Engineering cyber-physical systems and critical infrastructures","topic":"Smart Grid Security and Resilience","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Health Research Foundation; University of Ottawa","funders":"","keywords":"Software deployment; Transmitter; Computer security; Wireless; Wireless network; Cyber-physical system; Computer science; Engineering; Telecommunications; Channel (broadcasting)","score_opus":0.039944103714301286,"score_gpt":0.21234096823827978,"score_spread":0.17239686452397848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309791565","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09428542,0.8381385,0.018836262,0.0007863058,0.0052362042,0.004496574,0.0019778092,0.0017696634,0.034473237],"genre_scores_gemma":[0.9899068,0.007621122,0.00013713849,0.000007237444,0.00097220624,0.000106238054,0.000053370906,0.00017937072,0.001016506],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975662,0.00013024907,0.0005321795,0.0006288745,0.0005970012,0.0005454784],"domain_scores_gemma":[0.99801147,0.0010890929,0.00010493086,0.00038813375,0.000058942664,0.00034741688],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022929853,0.0008199123,0.0012230554,0.00015083549,0.00030004198,0.00013887836,0.00029018417,0.00038647224,0.000025545483],"category_scores_gemma":[0.00007826554,0.0006352174,0.00015223754,0.000048432685,0.00066173996,0.00017398811,0.0003113421,0.0014782198,0.0000016605243],"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":[0.000020065132,0.000025877745,0.000010741211,0.003633286,0.00042389677,0.00007958731,0.0036146273,0.21396142,0.0005849359,0.77444845,0.0001421553,0.0030549301],"study_design_scores_gemma":[0.00074941217,0.0007861215,0.0011491575,0.0013323816,0.00067081343,0.0010542456,0.0013770864,0.94369227,0.00008550579,0.0068193898,0.03987448,0.0024091355],"about_ca_topic_score_codex":0.00006917145,"about_ca_topic_score_gemma":0.000007082004,"teacher_disagreement_score":0.89562136,"about_ca_system_score_codex":0.00010359478,"about_ca_system_score_gemma":0.000023983177,"threshold_uncertainty_score":0.9996099},"labels":[],"label_agreement":null},{"id":"W4319077761","doi":"10.1007/978-3-031-18497-0_62","title":"Blockchain-Enabled Network for 6G Wireless Communication Systems","year":2023,"lang":"en","type":"book-chapter","venue":"Engineering cyber-physical systems and critical infrastructures","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University Canada West","funders":"","keywords":"Blockchain; Enabling; Wireless network; Computer science; Wireless; Wireless WAN; The Internet; Distributed ledger; Telecommunications; Municipal wireless network; Computer security; Computer network; Wi-Fi array; World Wide Web","score_opus":0.009367944930662038,"score_gpt":0.2300544312575555,"score_spread":0.22068648632689347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319077761","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0032814385,0.008982645,0.9622928,0.0017471696,0.004052221,0.0037991104,0.0004737844,0.004363002,0.011007821],"genre_scores_gemma":[0.97831243,0.00014210521,0.0076983445,0.00006664846,0.0020152428,0.000928957,0.00008878594,0.00020444661,0.010543026],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99767417,0.000033218552,0.00057603884,0.00075791206,0.0003343088,0.000624368],"domain_scores_gemma":[0.9969935,0.0011961211,0.00014997023,0.0012042185,0.00022387759,0.00023232934],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032063812,0.000554034,0.00089946634,0.00015777157,0.00038818453,0.00039414727,0.0010116935,0.000737556,0.000002073894],"category_scores_gemma":[0.0000890034,0.00052221894,0.00018376496,0.00016450866,0.00022484444,0.00008075253,0.0004778598,0.000873391,0.000013938693],"study_design_candidate":"theoretical_or_conceptual","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":[0.0000026674409,0.0000113024735,0.0000015838178,0.00036013205,0.00009221891,0.0000048434517,0.00007617622,0.012385148,0.000046378973,0.98321205,0.0028786361,0.0009288388],"study_design_scores_gemma":[0.0002341124,0.00009484289,0.000060460563,0.0006317676,0.00007772593,0.000041476917,0.000017883318,0.7382502,0.000015294516,0.22367461,0.036177363,0.000724293],"about_ca_topic_score_codex":0.00006966174,"about_ca_topic_score_gemma":0.0000038449375,"teacher_disagreement_score":0.975031,"about_ca_system_score_codex":0.00007268497,"about_ca_system_score_gemma":0.000039043716,"threshold_uncertainty_score":0.99972296},"labels":[],"label_agreement":null},{"id":"W4408572812","doi":"10.1007/978-3-031-83149-2_7","title":"Networking Data Engineering: Bridging the Gap Between Communication and Data Processing","year":2025,"lang":"en","type":"book-chapter","venue":"Engineering cyber-physical systems and critical infrastructures","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Bridging (networking); Computer science; Computer network","score_opus":0.0367668954265672,"score_gpt":0.28448506073881685,"score_spread":0.24771816531224966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408572812","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0006882182,0.031356435,0.945875,0.0017930375,0.008854253,0.0008716312,0.00013028953,0.0010390446,0.009392126],"genre_scores_gemma":[0.9279211,0.0003459456,0.024151992,0.00022995008,0.043764774,0.000028056134,0.0009228755,0.00025475683,0.0023805273],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99764913,0.000037682057,0.0004908615,0.0009491893,0.0003721318,0.0005009878],"domain_scores_gemma":[0.9960365,0.0011958877,0.000113714756,0.0023946178,0.00007826056,0.00018099537],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004931479,0.0005132712,0.00065085315,0.00011541423,0.00040885006,0.0013215884,0.0027857053,0.00023894808,4.380487e-7],"category_scores_gemma":[0.00021197963,0.0004156126,0.000047581267,0.00012297355,0.00015017191,0.00061241706,0.005124043,0.0010849764,0.000001360899],"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":[0.000005839616,0.000022823167,0.0001300655,0.0036230388,0.0004997733,0.000042230407,0.0010012331,0.005179251,0.00013250837,0.67457116,0.035615336,0.2791767],"study_design_scores_gemma":[0.00008988197,0.00001550805,0.00042007104,0.0017797698,0.000112612994,0.000035254743,0.000004889986,0.88151586,0.0000033798694,0.0030496458,0.11248035,0.00049276365],"about_ca_topic_score_codex":0.000054201417,"about_ca_topic_score_gemma":5.7163084e-7,"teacher_disagreement_score":0.9272329,"about_ca_system_score_codex":0.000039834293,"about_ca_system_score_gemma":0.000060890787,"threshold_uncertainty_score":0.9998296},"labels":[],"label_agreement":null}]}