{"meta":{"query_hash":"d5474a60a756","filters":{"venue":"Advances in wireless technologies and telecommunication book series"},"cohort_total":26,"direct_labels_cover":0,"predictions_cover":26,"exported":26,"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/d5474a60a756","api":"https://metacan.xera.ac/api/v1/cohort?venue=Advances+in+wireless+technologies+and+telecommunication+book+series"},"results":[{"id":"W2477766480","doi":"10.4018/978-1-4666-9941-0.ch001","title":"Dynamic Priority Scheduling of Critical Data in Wireless Sensor Networks","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Cognitive Radio Networks and Spectrum Sensing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Cognitive radio; Computer network; Wireless sensor network; Scheduling (production processes); Base station; Wireless; Key distribution in wireless sensor networks; Constraint (computer-aided design); Distributed computing; Wireless network; Real-time computing; Telecommunications; Engineering","score_opus":0.014544944068068687,"score_gpt":0.27656693124651865,"score_spread":0.26202198717845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2477766480","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00832176,0.43380505,0.4532585,0.022587815,0.0010509768,0.002355614,0.0001881122,0.002595744,0.07583642],"genre_scores_gemma":[0.6145209,0.353078,0.03147542,0.00004247368,0.000018983888,0.00001515828,0.000031421045,0.000039217775,0.0007784058],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99763536,0.00006952494,0.0007973747,0.00083238416,0.0002194136,0.0004459385],"domain_scores_gemma":[0.9956744,0.0009696582,0.00041464268,0.002774191,0.00013120762,0.000035946345],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00043508573,0.00041512094,0.00078949996,0.00038018578,0.00016102416,0.00008489782,0.00245256,0.00059159036,0.0000038323087],"category_scores_gemma":[0.00017191541,0.00038610573,0.00005518105,0.00020243705,0.0014073113,0.0022200677,0.0029124368,0.0010734455,0.000001196923],"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":[0.00002023408,0.000026635886,0.00015131194,0.000090301895,0.000012098413,0.00001757118,0.00004871773,0.000052018142,0.000037341342,0.5203519,0.0000012594242,0.47919062],"study_design_scores_gemma":[0.002216043,0.0006545222,0.0011220549,0.013205545,0.000097175565,0.00033236018,0.0014474884,0.4991602,0.0011479488,0.39049372,0.08610991,0.004013033],"about_ca_topic_score_codex":0.0000107196365,"about_ca_topic_score_gemma":0.0009210497,"teacher_disagreement_score":0.60619915,"about_ca_system_score_codex":0.00012847269,"about_ca_system_score_gemma":0.00007408673,"threshold_uncertainty_score":0.9998591},"labels":[],"label_agreement":null},{"id":"W2481273569","doi":"10.4018/978-1-4666-6571-2.ch012","title":"Dynamic Spectrum Management Algorithms for Multiuser Communication Systems","year":2015,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Power Line Communications and Noise","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Wireline; Computer science; Offset (computer science); Wireless; Algorithm; Computational complexity theory; Iterative method; Mathematical optimization; Distributed computing; Mathematics; Telecommunications","score_opus":0.014946722020473346,"score_gpt":0.2573472352405652,"score_spread":0.24240051322009185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2481273569","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":[0.00012585224,0.8101782,0.0046867733,0.0013645329,0.00031875353,0.0024424107,0.00019366098,0.0027813918,0.1779084],"genre_scores_gemma":[0.045875788,0.9044196,0.020542573,0.000012317109,0.000009321682,0.0009732969,0.00046680792,0.00013813391,0.027562136],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99849695,0.000026016705,0.0006815206,0.00032796216,0.00015224893,0.0003152831],"domain_scores_gemma":[0.99679685,0.00017254033,0.00024765628,0.0026334098,0.0001100422,0.000039496685],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000285332,0.00046397359,0.00057505665,0.00042644975,0.00021626813,0.00008476416,0.0014871444,0.0004511548,0.0000060778225],"category_scores_gemma":[0.00001759446,0.00049450627,0.00007179689,0.00010892814,0.00045070075,0.0009023033,0.0007185514,0.0006400848,0.000007834956],"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":[0.000040285715,0.00004524376,0.000011417579,0.0006499604,0.00015004347,0.000002556865,0.00013029823,0.00454308,0.000010487191,0.7557951,0.0010117203,0.23760979],"study_design_scores_gemma":[0.0004502636,0.00006444801,0.00001179375,0.0006395965,0.00004298514,0.0000120834575,0.0008012714,0.02168492,0.00004684776,0.04402737,0.9316372,0.000581217],"about_ca_topic_score_codex":0.000008711306,"about_ca_topic_score_gemma":0.00042723495,"teacher_disagreement_score":0.9306255,"about_ca_system_score_codex":0.00030660082,"about_ca_system_score_gemma":0.000018859597,"threshold_uncertainty_score":0.9997507},"labels":[],"label_agreement":null},{"id":"W2482256953","doi":"10.4018/978-1-60960-027-3.ch006","title":"Wireless Sensor Networks (WSN) Applied in Agriculture","year":2011,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Energy Efficient Wireless Sensor Networks","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Wireless sensor network; Agriculture; Field (mathematics); Computer science; Wireless; State (computer science); Work (physics); Telecommunications; Data science; Computer network; Engineering; Geography; Mathematics","score_opus":0.008363195868808068,"score_gpt":0.20483172540180541,"score_spread":0.19646852953299734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2482256953","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0021361709,0.30432862,0.04599138,0.0034167385,0.0009969465,0.003000851,0.00002567196,0.0063650347,0.6337386],"genre_scores_gemma":[0.25262174,0.71030354,0.018617913,0.00020332815,0.00005492319,0.00032131828,0.0000896339,0.00012353431,0.01766405],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967526,0.00006399262,0.000994445,0.001147095,0.000308482,0.0007333515],"domain_scores_gemma":[0.99622166,0.00029727086,0.0007404282,0.0025556595,0.00012041139,0.00006455694],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00027206176,0.0008336016,0.0010405072,0.00059453276,0.0002576206,0.00015239169,0.0031891693,0.0013727401,0.000012517735],"category_scores_gemma":[0.000020466263,0.0007789063,0.00010759287,0.00044333463,0.0009479786,0.0014756985,0.0020406228,0.0019280432,0.00000969512],"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":[0.000030453188,0.000051953884,0.000093792725,0.000058143465,0.000020676365,0.000026215619,0.00014993062,0.004810352,0.00003916532,0.7615823,0.00009285307,0.23304413],"study_design_scores_gemma":[0.0018374317,0.00043191665,0.00042700008,0.0028945385,0.000056549263,0.00019933395,0.0012868504,0.015238233,0.0036387453,0.09968385,0.86947215,0.00483339],"about_ca_topic_score_codex":0.000027360427,"about_ca_topic_score_gemma":0.001337675,"teacher_disagreement_score":0.8693793,"about_ca_system_score_codex":0.00019784624,"about_ca_system_score_gemma":0.000046533085,"threshold_uncertainty_score":0.9999237},"labels":[],"label_agreement":null},{"id":"W2486972234","doi":"10.4018/978-1-4666-6571-2.ch031","title":"Towards Security Issues and Solutions in Cognitive Radio Networks","year":2015,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Cognitive Radio Networks and Spectrum Sensing","field":"Computer Science","cited_by":1,"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":"Cognitive radio; Flexibility (engineering); Computer security; Computer science; Wireless; Cognitive network; Wireless network; Telecommunications","score_opus":0.021827002809189283,"score_gpt":0.2736411468199033,"score_spread":0.251814144010714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2486972234","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":[0.0006862194,0.8546281,0.013288198,0.0072318064,0.00019193595,0.0008740648,0.000021449938,0.0009828247,0.12209541],"genre_scores_gemma":[0.3041274,0.69024074,0.0031585458,0.000065965425,0.000029297255,0.00004455275,0.000028399578,0.00002756906,0.0022775438],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9983183,0.000056096713,0.00046101332,0.00059142115,0.00016898474,0.00040415063],"domain_scores_gemma":[0.9985727,0.00025013808,0.0002587215,0.0007263206,0.00014585993,0.00004624192],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00035359655,0.00039074259,0.0006089967,0.00036143645,0.00023252757,0.0001516493,0.000714327,0.00046372678,0.000004345007],"category_scores_gemma":[0.00007979795,0.00040198426,0.000043052598,0.00020076027,0.0010104043,0.0017201931,0.00137935,0.0009847627,9.3552796e-7],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017853961,0.000016333244,0.000080989994,0.000021392718,0.0000150411925,0.000016994429,0.00032156002,0.000040222865,7.7796557e-7,0.5281087,0.00006283968,0.47129726],"study_design_scores_gemma":[0.00094302074,0.00034704735,0.00038861574,0.0019921125,0.000032229844,0.00018063988,0.001531072,0.026761696,0.0000822462,0.59251314,0.37392262,0.0013055372],"about_ca_topic_score_codex":0.000054839693,"about_ca_topic_score_gemma":0.0021770096,"teacher_disagreement_score":0.4699917,"about_ca_system_score_codex":0.00013605792,"about_ca_system_score_gemma":0.00006462856,"threshold_uncertainty_score":0.9998432},"labels":[],"label_agreement":null},{"id":"W2487428212","doi":"10.4018/978-1-61520-680-3.ch021","title":"QoS and Energy-Aware Routing for Wireless Sensor Networks","year":2010,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Energy Efficient Wireless Sensor Networks","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Quality of service; Computer science; Computer network; Wireless sensor network; Distributed computing; Overhead (engineering); Network packet; Routing (electronic design automation); Energy consumption; Node (physics); Energy (signal processing); Routing protocol; Ant colony optimization algorithms; Engineering; Algorithm","score_opus":0.00799722375190464,"score_gpt":0.22397426059894604,"score_spread":0.2159770368470414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2487428212","genre_codex":"methods","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0013427343,0.18276124,0.7525447,0.008506323,0.0019230022,0.0018315415,0.00007216078,0.0059615267,0.04505679],"genre_scores_gemma":[0.20345518,0.6793299,0.0887274,0.00044717992,0.00021777416,0.00055388873,0.00016363231,0.00024369493,0.02686136],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971945,0.000042436455,0.00080236426,0.0010691762,0.00023679959,0.0006547245],"domain_scores_gemma":[0.9960773,0.0007841403,0.00074353913,0.0021166694,0.00020493743,0.00007341761],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002830506,0.0007205898,0.0008796199,0.00038230442,0.00062172743,0.00026884596,0.0020148521,0.0012828329,0.000003143012],"category_scores_gemma":[0.000039588966,0.0007290265,0.00011074565,0.0001796401,0.0011928633,0.0015011582,0.0018670991,0.0012957844,7.4092753e-7],"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":[0.000020844242,0.000017186449,0.00003748273,0.000060896673,0.000022421773,0.000005665421,0.00007001242,0.0007144523,0.000056054905,0.6075009,0.000022828855,0.3914712],"study_design_scores_gemma":[0.0007701707,0.00028945375,0.000018115768,0.0010709668,0.00004181018,0.000119611104,0.0004193524,0.14128727,0.0024507574,0.022370003,0.8293704,0.0017921036],"about_ca_topic_score_codex":0.000017515269,"about_ca_topic_score_gemma":0.0006889021,"teacher_disagreement_score":0.82934755,"about_ca_system_score_codex":0.00008712357,"about_ca_system_score_gemma":0.000049425606,"threshold_uncertainty_score":0.99951607},"labels":[],"label_agreement":null},{"id":"W2489233087","doi":"10.4018/978-1-4666-8732-5.ch008","title":"Energy-Efficient Power Allocation for HARQ Systems","year":2015,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Cooperative Communication and Network Coding","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Hybrid automatic repeat request; Computer science; Automatic repeat request; Network packet; Rayleigh fading; Wireless; Fading; Transmission (telecommunications); Computer network; Real-time computing; Telecommunications; Channel (broadcasting)","score_opus":0.026347940181224383,"score_gpt":0.2674142021423432,"score_spread":0.2410662619611188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2489233087","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":[0.000033830078,0.61920226,0.23576482,0.0054734116,0.00048470966,0.0012759359,0.000025767455,0.0016579295,0.13608134],"genre_scores_gemma":[0.20160699,0.7428329,0.012888047,0.00014648668,0.000026633636,0.0008026244,0.00011816167,0.00006799245,0.041510172],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99834114,0.00005594176,0.0005927192,0.0005229818,0.0002106628,0.00027654186],"domain_scores_gemma":[0.9966845,0.00026004194,0.00046373758,0.0021193535,0.0004297918,0.00004257916],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00039687508,0.0003722534,0.0004766326,0.0003300831,0.00032327088,0.0001921851,0.0021577599,0.00037311055,0.000004393996],"category_scores_gemma":[0.0000634667,0.00036602738,0.00006249201,0.0001566407,0.00040807342,0.0010979897,0.0013526848,0.0004000888,0.0000037323491],"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":[0.00000951126,0.000017228054,0.000002262011,0.000028531724,0.000011941428,5.028673e-7,0.000100047524,0.00025777114,0.000020644267,0.7900563,0.00039957426,0.2090957],"study_design_scores_gemma":[0.00025633714,0.00013161327,0.0000027512249,0.00034442454,0.000007477963,0.000012076323,0.0002323559,0.01741637,0.00017727377,0.030876579,0.950101,0.0004417288],"about_ca_topic_score_codex":0.0000039019214,"about_ca_topic_score_gemma":0.0001395421,"teacher_disagreement_score":0.9497014,"about_ca_system_score_codex":0.00020201202,"about_ca_system_score_gemma":0.000105009385,"threshold_uncertainty_score":0.9998792},"labels":[],"label_agreement":null},{"id":"W2492588962","doi":"10.4018/978-1-4666-6571-2.ch016","title":"Cooperative Cognitive Radio Networking","year":2015,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Cognitive Radio Networks and Spectrum Sensing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; University of Waterloo","funders":"","keywords":"Cognitive radio; Inefficiency; Bottleneck; Efficient energy use; Computer science; Wireless; Computer network; Spectral efficiency; Radio resource management; Reliability (semiconductor); Transmitter; Wireless network; Telecommunications; Engineering; Electrical engineering; Channel (broadcasting); Embedded system","score_opus":0.01925862535554562,"score_gpt":0.25824550705519045,"score_spread":0.23898688169964483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2492588962","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":[0.00014327731,0.53971857,0.024403512,0.0026825927,0.00040900818,0.0009431505,0.000018057817,0.0016725404,0.43000928],"genre_scores_gemma":[0.204275,0.7701051,0.0065077776,0.00016605374,0.00010264186,0.00007353055,0.00006343518,0.00007161099,0.01863486],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99815345,0.000059938982,0.0004983976,0.0006647508,0.0002270311,0.00039643724],"domain_scores_gemma":[0.9979357,0.00041868503,0.00039831278,0.0009237845,0.00027330383,0.00005019186],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00026748754,0.00047892958,0.0006672582,0.00029954803,0.0003184233,0.00019552346,0.0010666646,0.0004319958,0.000006608387],"category_scores_gemma":[0.000062320934,0.00047306312,0.00006415189,0.0002041377,0.0008876902,0.00204176,0.0011824253,0.0009923258,0.000006731428],"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":[0.000018335417,0.000009193379,0.000021194275,0.000014437944,0.000024794328,0.000019396179,0.00013715442,0.000025543026,0.0000025701704,0.47415128,0.00009272923,0.52548337],"study_design_scores_gemma":[0.0006480706,0.00034803082,0.00002443137,0.0017178649,0.000031836134,0.00015716768,0.00090296776,0.0043263272,0.0002864902,0.17928801,0.81113726,0.0011315618],"about_ca_topic_score_codex":0.00000653208,"about_ca_topic_score_gemma":0.00045687612,"teacher_disagreement_score":0.8110445,"about_ca_system_score_codex":0.000166771,"about_ca_system_score_gemma":0.00009779546,"threshold_uncertainty_score":0.99977213},"labels":[],"label_agreement":null},{"id":"W2492622281","doi":"10.4018/978-1-4666-6571-2.ch005","title":"Cyclostationary Spectrum Sensing in Cognitive Radios at Low SNR Regimes","year":2015,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Cognitive Radio Networks and Spectrum Sensing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; University of Toronto","funders":"","keywords":"Cyclostationary process; Cognitive radio; Computer science; Electronic engineering; Telecommunications; Engineering; Wireless; Channel (broadcasting)","score_opus":0.014910414833881806,"score_gpt":0.2530089189076975,"score_spread":0.2380985040738157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2492622281","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":[0.011594594,0.48745394,0.015697403,0.015371499,0.00062652654,0.0027285735,0.00007114417,0.0029358366,0.46352047],"genre_scores_gemma":[0.46240264,0.50592726,0.011628526,0.00019203957,0.00005452588,0.00003293309,0.00012731303,0.00008710754,0.019547626],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9978361,0.00006973519,0.00061553076,0.00075659127,0.00027465468,0.0004473832],"domain_scores_gemma":[0.99779576,0.00054810604,0.00046811893,0.0010012971,0.000138162,0.000048560873],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027840742,0.0004916138,0.0006842077,0.000587065,0.00025517438,0.00011463694,0.0008068187,0.0004332871,0.000008679925],"category_scores_gemma":[0.00009610131,0.0005199058,0.000068800284,0.00025799565,0.00084323285,0.0018648609,0.0012820613,0.00088228186,0.000007568513],"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":[0.000086121756,0.000028010802,0.0001841376,0.00006189994,0.00003223805,0.00014918737,0.00048710726,0.00008395328,0.000021527621,0.4202869,0.00013910297,0.57843983],"study_design_scores_gemma":[0.0020736104,0.00052333035,0.00050525117,0.0055364124,0.00004644718,0.00083060394,0.0028056696,0.013203469,0.0024228503,0.6963044,0.2730946,0.0026533836],"about_ca_topic_score_codex":0.000019742552,"about_ca_topic_score_gemma":0.001565219,"teacher_disagreement_score":0.5757865,"about_ca_system_score_codex":0.000430037,"about_ca_system_score_gemma":0.000102350285,"threshold_uncertainty_score":0.9997252},"labels":[],"label_agreement":null},{"id":"W2493114647","doi":"10.4018/978-1-61520-674-2.ch030","title":"Wireless Collaboration","year":2010,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Cooperative Communication and Network Coding","field":"Computer Science","cited_by":1,"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 science; Cooperative diversity; Wireless; Computer network; Wireless network; Antenna diversity; Node (physics); Channel (broadcasting); Telecommunications; Engineering","score_opus":0.012555353564918739,"score_gpt":0.2592341082546014,"score_spread":0.24667875468968267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2493114647","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009878664,0.3637852,0.020219311,0.031467043,0.00087277533,0.0021651231,0.000033975917,0.0048501235,0.57561857],"genre_scores_gemma":[0.07256428,0.8848954,0.017940372,0.00020570998,0.000023171506,0.00016772852,0.000052723666,0.000045712284,0.024104936],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982742,0.0000577993,0.00060196035,0.0005722214,0.00020995407,0.0002838368],"domain_scores_gemma":[0.9963568,0.00023523351,0.00047820804,0.0026239948,0.0002659329,0.000039854367],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00026499972,0.00042606247,0.00051826384,0.00038008182,0.00048922887,0.00025798546,0.0026549287,0.0006282315,0.000024212588],"category_scores_gemma":[0.000058122285,0.00043463087,0.000055733875,0.00027459115,0.0007840713,0.002887401,0.0019611462,0.0013481419,0.000013832917],"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":[0.000005035579,0.0000115260555,0.000015928772,0.000019728459,0.00000704589,0.0000017234141,0.00011517414,0.0000024072276,0.00027519825,0.63200337,0.00004770145,0.36749515],"study_design_scores_gemma":[0.0002251093,0.00008535737,0.000026156864,0.00028433424,0.0000070726123,0.00001950102,0.00020385785,0.00068804465,0.0031178594,0.07118538,0.92358893,0.00056839414],"about_ca_topic_score_codex":0.0000021539474,"about_ca_topic_score_gemma":0.0014910625,"teacher_disagreement_score":0.92354125,"about_ca_system_score_codex":0.00010441939,"about_ca_system_score_gemma":0.000105332365,"threshold_uncertainty_score":0.9998106},"labels":[],"label_agreement":null},{"id":"W2493572093","doi":"10.4018/978-1-4666-2005-6.ch008","title":"Distributed Coalition Formation and Resource Allocation in Cognitive LTE Femto-cells","year":2012,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Cooperative Communication and Network Coding","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Femtocell; Throughput; Computer science; Computer network; Resource allocation; Resource (disambiguation); Game theory; Femto-; Resource management (computing); Distributed computing; Base station; Wireless; Telecommunications; Mathematical economics; Mathematics","score_opus":0.022014600998753436,"score_gpt":0.2613285562082307,"score_spread":0.23931395520947726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2493572093","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":[0.004902649,0.7337087,0.1401816,0.018733928,0.0002599528,0.004096498,0.0001476781,0.002777814,0.09519117],"genre_scores_gemma":[0.4148259,0.5809061,0.0024575703,0.00008602039,0.000008233255,0.00013458575,0.00024796615,0.000018389932,0.0013152622],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985306,0.000107201726,0.000569934,0.000377544,0.0001501987,0.00026446584],"domain_scores_gemma":[0.9981286,0.0003475601,0.00042792,0.0009301847,0.00013132751,0.000034413344],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003777537,0.00031697715,0.00038314876,0.00036470575,0.00027016565,0.00013053256,0.0008385534,0.00033862086,0.0000062820977],"category_scores_gemma":[0.00006150646,0.0003352049,0.000030652664,0.00021214932,0.0004802531,0.0033603169,0.0011661509,0.00065204554,0.0000036896695],"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":[0.000019118725,0.000025826243,0.000072307455,0.000053073072,0.0000073699775,9.741245e-7,0.00039943543,0.000012419159,0.00010075836,0.4632149,0.000040208557,0.5360536],"study_design_scores_gemma":[0.0012732699,0.00024120286,0.0008064948,0.0025920605,0.00003257706,0.0000535474,0.0024521363,0.007219664,0.0062999227,0.049092833,0.9285556,0.0013806808],"about_ca_topic_score_codex":0.000004344339,"about_ca_topic_score_gemma":0.00051402906,"teacher_disagreement_score":0.9285154,"about_ca_system_score_codex":0.00014972371,"about_ca_system_score_gemma":0.00002704287,"threshold_uncertainty_score":0.99991},"labels":[],"label_agreement":null},{"id":"W2498685566","doi":"10.4018/978-1-61520-680-3.ch007","title":"Resource Allocation and QoS Provisioning for Wireless Relay Networks","year":2010,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Cooperative Communication and Network Coding","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; University of Alberta","funders":"","keywords":"Computer network; Computer science; Wireless network; Quality of service; Relay; Resource allocation; Provisioning; Wireless; Power control; Throughput; Cooperative diversity; Distributed computing; Resource management (computing); Power (physics); Telecommunications","score_opus":0.012856957643314005,"score_gpt":0.2521648528585069,"score_spread":0.2393078952151929,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2498685566","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":[0.0012648804,0.5123604,0.35503158,0.041878752,0.0007394824,0.00554327,0.000025701307,0.004330316,0.07882562],"genre_scores_gemma":[0.07784169,0.8493475,0.058067422,0.00033720615,0.000060793216,0.0005634477,0.00010320865,0.00008136746,0.013597372],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982011,0.000053327738,0.00061086484,0.00066289416,0.00015066315,0.00032120655],"domain_scores_gemma":[0.9966476,0.00060397474,0.000518977,0.0019892938,0.00019460595,0.000045579825],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00044638585,0.0004206663,0.0005149139,0.00029426292,0.00073697197,0.00024227139,0.0018470476,0.0006380625,0.0000036460215],"category_scores_gemma":[0.000098408345,0.0004184444,0.00005816546,0.00015562991,0.0007810727,0.0016707062,0.0019000961,0.0012049654,0.0000010451284],"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":[0.000013203429,0.0000092259415,0.000016968253,0.000035989695,0.000008991261,5.010326e-7,0.0001445673,0.000041905685,0.00008744813,0.53031737,0.00004033293,0.4692835],"study_design_scores_gemma":[0.00036247796,0.00015683734,0.000032179945,0.00060532556,0.000013453985,0.000023129864,0.00019991389,0.017249504,0.00077547005,0.015591108,0.9643904,0.0006002113],"about_ca_topic_score_codex":0.0000019555414,"about_ca_topic_score_gemma":0.0003095724,"teacher_disagreement_score":0.96435004,"about_ca_system_score_codex":0.000070672366,"about_ca_system_score_gemma":0.000052130035,"threshold_uncertainty_score":0.9998267},"labels":[],"label_agreement":null},{"id":"W2503943369","doi":"10.4018/978-1-61520-680-3.ch010","title":"Advancements on Packet Scheduling in Hybrid Satellite-Terrestrial Networks","year":2010,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Satellite Communication Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Computer network; Network packet; Bottleneck; Quality of service; Distributed computing","score_opus":0.012903906670154208,"score_gpt":0.24063745608726556,"score_spread":0.22773354941711135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2503943369","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":[0.007802354,0.74704087,0.0007217902,0.00093301764,0.0014228965,0.0024008485,0.000057295703,0.0036324433,0.23598847],"genre_scores_gemma":[0.2568215,0.73868704,0.002466747,0.00003543854,0.00003954404,0.00020752005,0.0001507781,0.00011203101,0.0014793687],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99783427,0.000044480712,0.0010130293,0.00047024497,0.0002099746,0.0004280244],"domain_scores_gemma":[0.99693173,0.00039528715,0.00033769305,0.002250141,0.00004465241,0.000040469044],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028082088,0.0006001105,0.00076468725,0.00057633314,0.00013822026,0.00008731919,0.0013604838,0.00072734687,0.000018848907],"category_scores_gemma":[0.000053876553,0.00065241504,0.00007281968,0.00014841137,0.00056154106,0.001005247,0.00048687862,0.0021953161,0.000016012364],"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":[0.000119446326,0.00004095394,0.0005519995,0.00019976126,0.000047151003,0.00001537431,0.00015092765,0.005461816,0.00016966826,0.071678296,0.000009115482,0.9215555],"study_design_scores_gemma":[0.00062625395,0.00009267694,0.0000635204,0.0013907589,0.000010387623,0.000017678707,0.0003186981,0.002247625,0.0018655127,0.011599833,0.9809357,0.0008313466],"about_ca_topic_score_codex":0.0000067241144,"about_ca_topic_score_gemma":0.0005172658,"teacher_disagreement_score":0.9809266,"about_ca_system_score_codex":0.00021140499,"about_ca_system_score_gemma":0.000021852418,"threshold_uncertainty_score":0.9995927},"labels":[],"label_agreement":null},{"id":"W2504715846","doi":"10.4018/978-1-4666-8662-5.ch003","title":"Sensing as a Service in Cloud-Centric Internet of Things Architecture","year":2015,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Cloud computing; Computer science; Participatory sensing; Leverage (statistics); Architecture; Service provider; Overhead (engineering); Mobile cloud computing; Mobile device; Service (business); Reliability (semiconductor); Field (mathematics); Computer security; Distributed computing; Data science; World Wide Web; Artificial intelligence","score_opus":0.013468419704214264,"score_gpt":0.24443481370549128,"score_spread":0.23096639400127703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2504715846","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014844439,0.43301472,0.060009338,0.017332237,0.0046438854,0.0025508075,0.0000045023457,0.0039993045,0.46360075],"genre_scores_gemma":[0.34018248,0.36282447,0.26552066,0.0014616667,0.00038683123,0.00007230221,0.000114911156,0.0002788819,0.029157804],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983274,0.00004271141,0.000625783,0.00047313338,0.00021856873,0.0003124054],"domain_scores_gemma":[0.99783367,0.00022008592,0.000530265,0.001220816,0.00016606129,0.000029100453],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003190253,0.0003568527,0.0005924338,0.00058712525,0.00007267885,0.00007236869,0.0018463678,0.0004223393,0.0000013064149],"category_scores_gemma":[0.000082251485,0.0003492638,0.000048894537,0.00032442258,0.0003427959,0.0011758812,0.0023188735,0.00096337334,0.0000043616974],"study_design_candidate":"design_other","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":[0.000029042641,0.000019149078,0.000070786766,0.00019251803,0.000014688985,0.000016219807,0.0018478512,0.00005482167,0.000026258725,0.2793682,0.000100341575,0.7182601],"study_design_scores_gemma":[0.00047165368,0.00019355565,0.000021451338,0.002014112,0.0000108982385,0.00013198324,0.0004934878,0.004844503,0.0013648696,0.43367472,0.5560639,0.00071490725],"about_ca_topic_score_codex":0.00011915423,"about_ca_topic_score_gemma":0.00021812503,"teacher_disagreement_score":0.7175452,"about_ca_system_score_codex":0.00012493283,"about_ca_system_score_gemma":0.00009214966,"threshold_uncertainty_score":0.99989593},"labels":[],"label_agreement":null},{"id":"W2772271650","doi":"10.4018/978-1-5225-3528-7.ch010","title":"Multi-Sensor Integrated Navigation in Urban and Indoor Environments","year":2017,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Indoor and Outdoor Localization Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"GNSS applications; Inertial measurement unit; Computer science; Sensor fusion; Real-time computing; Lidar; Ranging; Global Positioning System; Inertial navigation system; Remote sensing; Artificial intelligence; Geography; Telecommunications; Inertial frame of reference","score_opus":0.00929382780494454,"score_gpt":0.2271232245930133,"score_spread":0.21782939678806876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2772271650","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":[0.06896996,0.75468856,0.0044892277,0.0024894064,0.0009763114,0.0058458466,0.0005221703,0.011672286,0.15034622],"genre_scores_gemma":[0.4682854,0.5202344,0.0041508083,0.000015279056,0.0000075917624,0.00015467728,0.00019148826,0.000084783416,0.006875534],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987461,0.000015043817,0.0005055911,0.00035817796,0.00011151986,0.00026354086],"domain_scores_gemma":[0.9987073,0.000068655136,0.0002240808,0.00095340377,0.00002605458,0.000020501819],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010653063,0.00042347613,0.00050848216,0.0004216882,0.00017173465,0.00007413775,0.0006188034,0.0007817026,0.000007171933],"category_scores_gemma":[0.00006905565,0.0004305798,0.00003222132,0.000053037857,0.0010073043,0.0010392234,0.00037517163,0.00088308397,0.000004779059],"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":[0.000089897694,0.00006323376,0.008512478,0.00068449124,0.00008754909,0.000044342163,0.00070488383,0.0006847858,0.0011376601,0.1325441,0.00009077658,0.8553558],"study_design_scores_gemma":[0.0014945662,0.00019958706,0.0017603857,0.0021692845,0.0000354651,0.00003502347,0.0026069726,0.0056694783,0.013321452,0.02392601,0.9471544,0.0016273707],"about_ca_topic_score_codex":0.00001507419,"about_ca_topic_score_gemma":0.00047255663,"teacher_disagreement_score":0.9470636,"about_ca_system_score_codex":0.00015618486,"about_ca_system_score_gemma":0.000012570313,"threshold_uncertainty_score":0.9998146},"labels":[],"label_agreement":null},{"id":"W2909102859","doi":"10.4018/978-1-4666-6571-2.ch027","title":"Interference Statistics and Capacity-Outage Analysis in Cognitive Radio Networks","year":2015,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Cognitive Radio Networks and Spectrum Sensing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; University of Toronto","funders":"","keywords":"Transmitter; Nakagami distribution; Interference (communication); Cognitive radio; Rayleigh fading; Computer science; Co-channel interference; Outage probability; Fading; Telecommunications; Computer network; Electronic engineering; Wireless; Engineering; Channel (broadcasting)","score_opus":0.020708544216199092,"score_gpt":0.26025153282986185,"score_spread":0.23954298861366277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2909102859","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0029025995,0.29406744,0.6349203,0.0016338576,0.00021655702,0.0011531763,0.00013144994,0.0010099137,0.063964695],"genre_scores_gemma":[0.6040587,0.3798532,0.013837634,0.00005827534,0.000013420965,0.000030900777,0.000063685606,0.000026256563,0.002057955],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99827665,0.00006134279,0.0005382497,0.00062860455,0.00015907662,0.0003360661],"domain_scores_gemma":[0.99809724,0.000553257,0.00037351708,0.0007675163,0.00016098096,0.00004751037],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029551683,0.0003998126,0.00077871507,0.0006911429,0.00014326943,0.0001731592,0.0007492241,0.0003726902,0.0000058196615],"category_scores_gemma":[0.00008939271,0.00040791548,0.000046628516,0.00039747244,0.00097620755,0.0012389659,0.0009771535,0.0009812192,7.294141e-7],"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":[0.000028315622,0.000017111211,0.0009211607,0.000028870718,0.000096468706,0.0000298802,0.00041455583,0.00021275293,0.0000013888206,0.4961752,0.000018451588,0.5020559],"study_design_scores_gemma":[0.0024371108,0.0011482302,0.0044800113,0.0039742496,0.0005852068,0.0002451136,0.0037848696,0.25622383,0.00017465561,0.5982893,0.12444283,0.0042145583],"about_ca_topic_score_codex":0.00003882708,"about_ca_topic_score_gemma":0.004578548,"teacher_disagreement_score":0.62108266,"about_ca_system_score_codex":0.00013051723,"about_ca_system_score_gemma":0.000040578576,"threshold_uncertainty_score":0.9998373},"labels":[],"label_agreement":null},{"id":"W2954696509","doi":"10.4018/978-1-5225-9767-4.ch002","title":"Next Generation Multi-Access Edge-Computing Fiber-Wireless-Enhanced HetNets for Low-Latency Immersive Applications","year":2019,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Computer science; Mobile edge computing; Cloud computing; Mobile device; Computer network; Heterogeneous network; Distributed computing; Quality of experience; Edge computing; Wireless; Mobile cloud computing; Access network; Latency (audio); Computation offloading; Cloudlet; Mobile computing; Wireless network; Quality of service; Telecommunications; Operating system","score_opus":0.03021742744576317,"score_gpt":0.285950153490448,"score_spread":0.25573272604468483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2954696509","genre_codex":"methods","genre_gemma":"review","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":[0.002508898,0.07568231,0.8772442,0.0025054822,0.0029403751,0.005743674,0.000019532648,0.0022722697,0.031083304],"genre_scores_gemma":[0.20584193,0.44701365,0.27922747,0.00074471737,0.0015231493,0.0021979837,0.0010798912,0.0004729271,0.061898272],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971741,0.0000384001,0.0009229756,0.0010783647,0.00021714786,0.0005689997],"domain_scores_gemma":[0.99629843,0.00040358704,0.00095503597,0.0019506835,0.0003432184,0.000049018523],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025447016,0.0006253567,0.0007743164,0.00046692605,0.00070739456,0.0004413588,0.002996168,0.0006410896,0.0000039150623],"category_scores_gemma":[0.00004391776,0.0006630316,0.00014727944,0.0002569813,0.00044104882,0.0035245942,0.0021000076,0.0007482648,0.000023904731],"study_design_candidate":"design_other","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":[0.0000133473495,0.00005318365,0.000028809016,0.0003434172,0.000041036776,0.0000013233009,0.00028884012,0.00026971695,0.0013017447,0.11944108,0.00020238824,0.8780151],"study_design_scores_gemma":[0.0019728916,0.000461018,0.00010076524,0.0019955426,0.00007342436,0.000044864242,0.0005858515,0.11513293,0.03824118,0.042411666,0.7956364,0.0033434639],"about_ca_topic_score_codex":0.000009992488,"about_ca_topic_score_gemma":0.0000566998,"teacher_disagreement_score":0.87467164,"about_ca_system_score_codex":0.00019193735,"about_ca_system_score_gemma":0.00015068671,"threshold_uncertainty_score":0.9995821},"labels":[],"label_agreement":null},{"id":"W3195122866","doi":"10.4018/978-1-7998-6988-7.ch001","title":"Blockchain and Green Networking Analytics in 5G Networks and Beyond","year":2021,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Carbon footprint; Greenhouse gas; Computer science; Efficient energy use; Green computing; Analytics; Wireless network; Wireless sensor network; Wireless; Telecommunications; Computer network; Environmental economics; Engineering; Data science","score_opus":0.008909587928858705,"score_gpt":0.22800683262055757,"score_spread":0.21909724469169886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3195122866","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":[0.0056502256,0.9256591,0.01487938,0.016781086,0.00016131684,0.0011906603,0.0000143821135,0.0015811533,0.034082655],"genre_scores_gemma":[0.2773981,0.709638,0.010124088,0.00018324205,0.00001872683,0.0001232473,0.000018292809,0.00003203552,0.0024642718],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99823743,0.000037094887,0.0005520223,0.00071914535,0.00011528102,0.00033901184],"domain_scores_gemma":[0.9978569,0.00026684525,0.0003279846,0.0014463771,0.00006701839,0.000034884604],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002923528,0.00038271068,0.0006086322,0.00042729452,0.000258868,0.000107819855,0.0010708203,0.00081028085,0.0000018461238],"category_scores_gemma":[0.00002242307,0.00040876525,0.000033827797,0.00031189137,0.0011133633,0.00046537688,0.0018668548,0.0011608864,2.765701e-7],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000032321625,0.000011261356,0.00042934238,0.000033004777,0.00001109867,0.00000888673,0.000064657725,0.000049337003,0.0000026343855,0.5795926,0.0000058648056,0.4197881],"study_design_scores_gemma":[0.00059047306,0.0001687872,0.00044911227,0.00071879494,0.000031350177,0.00017689289,0.0010086579,0.053424075,0.0001667267,0.6594925,0.2825743,0.0011983099],"about_ca_topic_score_codex":0.000032848122,"about_ca_topic_score_gemma":0.0027348723,"teacher_disagreement_score":0.41858977,"about_ca_system_score_codex":0.00005888308,"about_ca_system_score_gemma":0.0000321946,"threshold_uncertainty_score":0.99983644},"labels":[],"label_agreement":null},{"id":"W4229670627","doi":"10.4018/978-1-4666-4054-2.ch011","title":"Ubiquitous Multimedia Data Access in Electronic Health Care Systems","year":2013,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Provisioning; Computer science; Multimedia; Information and Communications Technology; Health care; Mobile device; Wireless; Mobile technology; Field (mathematics); Multitude; Software; Special section; Information transfer; Telecommunications; World Wide Web; Engineering","score_opus":0.028821899595017558,"score_gpt":0.3006926207738628,"score_spread":0.2718707211788452,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229670627","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":[0.00041545078,0.9350955,0.0075483727,0.0071193003,0.00071216066,0.0041644196,0.00017570819,0.002714766,0.04205433],"genre_scores_gemma":[0.36184886,0.62914616,0.0029077118,0.00014402573,0.00003598906,0.00062771584,0.00037017372,0.00007551371,0.004843828],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9969341,0.000130261,0.0009702945,0.0010571883,0.00030304558,0.0006050701],"domain_scores_gemma":[0.9942245,0.0004167976,0.00089158415,0.0042453394,0.00017081796,0.000050973114],"candidate_categories":["metaepi_narrow","open_science"],"consensus_categories":[],"category_scores_codex":[0.00039846904,0.000516039,0.00096618506,0.00067619013,0.00020809486,0.00043954243,0.006293969,0.00052402396,0.000008052443],"category_scores_gemma":[0.00007706268,0.00052814727,0.000045399764,0.00025026192,0.00042231384,0.0071887714,0.004853958,0.0012231605,0.00002118812],"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":[0.000009549291,0.000025264222,0.00013050885,0.0003680444,0.000022505918,0.0000055604523,0.00032708715,0.000009906425,0.000004151275,0.13705924,0.00024845198,0.8617897],"study_design_scores_gemma":[0.0005585988,0.0002276263,0.000076975695,0.0017584754,0.000008175697,0.0000784202,0.0022205887,0.0030756446,0.00010929232,0.010251381,0.98066205,0.0009727902],"about_ca_topic_score_codex":0.00041002998,"about_ca_topic_score_gemma":0.0110695185,"teacher_disagreement_score":0.98041356,"about_ca_system_score_codex":0.0005563695,"about_ca_system_score_gemma":0.0003443363,"threshold_uncertainty_score":0.999717},"labels":[],"label_agreement":null},{"id":"W4232310796","doi":"10.4018/978-1-61520-674-2.ch028","title":"Parallel Soft Spherical Detection for Coded MIMO Systems","year":2010,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Advanced Wireless Communication Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bell (Canada); University of Waterloo; Huawei Technologies (Canada)","funders":"","keywords":"MIMO; Decoding methods; Computer science; Algorithm; 3G MIMO; Wireless; Channel (broadcasting); Metric (unit); Detector; A priori and a posteriori; Computer engineering; Theoretical computer science; Electronic engineering; Engineering; Telecommunications","score_opus":0.010381611142022087,"score_gpt":0.23945592544057245,"score_spread":0.22907431429855035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232310796","genre_codex":"methods","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00039187368,0.3884553,0.5116867,0.0009423183,0.000810372,0.005123382,0.00019413217,0.01651321,0.07588276],"genre_scores_gemma":[0.12002938,0.77069914,0.09713857,0.000033120687,0.000049478058,0.0026050159,0.00018795095,0.0003020319,0.00895532],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981484,0.000023528835,0.00082841143,0.0004483702,0.00016520322,0.00038611807],"domain_scores_gemma":[0.9971019,0.00039777436,0.0003721545,0.0019298833,0.00015480114,0.00004350372],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017629896,0.0005960122,0.0007936661,0.0002980015,0.00028938608,0.000084007326,0.0012060452,0.0011773186,0.000008525703],"category_scores_gemma":[0.000076742705,0.0006459709,0.00010384449,0.000107309366,0.0008434949,0.0011811728,0.0004113812,0.0014948666,0.0000046775062],"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":[0.00009990152,0.000034388635,0.000017666582,0.0008028883,0.00007355486,0.0000022904933,0.00009032921,0.002377833,0.0056702048,0.32499322,0.00009036311,0.66574734],"study_design_scores_gemma":[0.00035530474,0.00013618599,0.000004614098,0.0004171935,0.000026218446,0.00002827507,0.00035534933,0.0046838913,0.018721038,0.05980878,0.91459966,0.00086350215],"about_ca_topic_score_codex":0.000007682323,"about_ca_topic_score_gemma":0.00060589274,"teacher_disagreement_score":0.9145093,"about_ca_system_score_codex":0.00019126873,"about_ca_system_score_gemma":0.000023621915,"threshold_uncertainty_score":0.99959916},"labels":[],"label_agreement":null},{"id":"W4247664243","doi":"10.4018/978-1-4666-8583-3.ch003","title":"MagiThings","year":2015,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Mobile device; Computer science; Compass; Human–computer interaction; Gesture; Field (mathematics); Mobile interaction; Artificial intelligence; Physics; Mathematics; Operating system","score_opus":0.015242046472989289,"score_gpt":0.2629714778925912,"score_spread":0.24772943141960188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247664243","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000049631668,0.14771128,0.0044255336,0.0050875777,0.00023213937,0.00039868758,0.000014123277,0.0005065688,0.8415745],"genre_scores_gemma":[0.048751194,0.713774,0.017231315,0.00058794214,0.00003123945,0.0001488745,0.00007642967,0.000084067695,0.21931492],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99875236,0.000019706908,0.0003582217,0.00044949228,0.00017765225,0.00024257375],"domain_scores_gemma":[0.9979947,0.000112106405,0.00033049294,0.0013312954,0.00020340539,0.000027991702],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014763471,0.0003252856,0.00039782302,0.00029245735,0.00014127984,0.00009987778,0.0018185368,0.0003294925,0.000012072856],"category_scores_gemma":[0.0000556924,0.00031245194,0.00005423796,0.00008370222,0.0005156653,0.0036041003,0.0014452508,0.00070987165,0.000025432795],"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":[0.0000111201925,0.0000101635005,0.000017041193,0.000028067263,0.000012381308,0.000007087274,0.0001420659,0.0000021324201,0.00008912033,0.8909725,0.00075835554,0.10794995],"study_design_scores_gemma":[0.00012900922,0.00010863339,0.0000146750735,0.00021626418,0.000005312334,0.0000303172,0.00040013107,0.000075688695,0.0015367436,0.1889933,0.808144,0.0003459319],"about_ca_topic_score_codex":0.000008615293,"about_ca_topic_score_gemma":0.00008107381,"teacher_disagreement_score":0.8073856,"about_ca_system_score_codex":0.00011955857,"about_ca_system_score_gemma":0.000055992183,"threshold_uncertainty_score":0.99993277},"labels":[],"label_agreement":null},{"id":"W4252540376","doi":"10.4018/978-1-61520-680-3.ch001","title":"Introduction","year":2010,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"IPv6, Mobility, Handover, Networks, Security","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Blackberry (Canada)","funders":"","keywords":"Computer science; Quality of service; WiMAX; Computer network; Wireless network; Quality of experience; Wireless; Service (business); Telecommunications; Business","score_opus":0.00443499428809753,"score_gpt":0.20390636605278792,"score_spread":0.19947137176469038,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252540376","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":[0.0067955805,0.5375743,0.0012989227,0.0052021355,0.0038440768,0.0026240142,0.000108359374,0.012414117,0.4301385],"genre_scores_gemma":[0.110129446,0.868969,0.0041467696,0.000032111653,0.00025152025,0.0002148441,0.00014739764,0.00014123581,0.015967624],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986092,0.000015314748,0.00051250815,0.00041097455,0.00014375043,0.00030824542],"domain_scores_gemma":[0.99810475,0.000100055826,0.00017557385,0.0015209184,0.00007234798,0.000026373875],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017510414,0.00044145458,0.0005247095,0.00025015243,0.00016228703,0.00005750434,0.0006951066,0.00092462276,0.00010552257],"category_scores_gemma":[0.000039286646,0.0004753639,0.00006129393,0.00008918734,0.00089803984,0.0011860864,0.00041232567,0.0017979526,0.000018817596],"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":[0.00004408586,0.000027712302,0.00007948237,0.00042362558,0.000051590865,0.000004254382,0.0001381721,0.00035352932,0.00048661843,0.43364412,0.00047176276,0.5642751],"study_design_scores_gemma":[0.00015409771,0.000048425536,0.000024436966,0.000113697664,0.00001878566,0.000021445343,0.00014488654,0.00022490755,0.0033358426,0.067095585,0.9283473,0.0004706007],"about_ca_topic_score_codex":0.000004764445,"about_ca_topic_score_gemma":0.001206428,"teacher_disagreement_score":0.9278755,"about_ca_system_score_codex":0.00013449094,"about_ca_system_score_gemma":0.000015466645,"threshold_uncertainty_score":0.9997698},"labels":[],"label_agreement":null},{"id":"W4255551744","doi":"10.4018/978-1-61520-680-3","title":"Quality of Service Architectures for Wireless Networks","year":2010,"lang":"en","type":"book","venue":"Advances in wireless technologies and telecommunication book series","topic":"IPv6, Mobility, Handover, Networks, Security","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Wireless network; Wireless; Quality of service; Telecommunications","score_opus":0.009487201015410349,"score_gpt":0.2550154266145947,"score_spread":0.24552822559918436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255551744","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1297995,0.7479517,0.018232444,0.0031318592,0.002983727,0.009755053,0.00095215684,0.01020447,0.07698908],"genre_scores_gemma":[0.69010395,0.29426062,0.009013317,0.00018650544,0.00017785608,0.0014353042,0.0005226623,0.00029360098,0.004006183],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99768835,0.00006473836,0.0010543945,0.0004895165,0.0002031026,0.0004999208],"domain_scores_gemma":[0.99647653,0.00088473706,0.00050622964,0.0018880691,0.00020531147,0.000039136736],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00047462483,0.00059522997,0.0011412025,0.0002560931,0.00016605952,0.000043591608,0.0014442694,0.0013077032,0.00000776482],"category_scores_gemma":[0.000080599886,0.0006184937,0.00013558149,0.00025640323,0.00093887944,0.000382074,0.00059830287,0.0017841513,6.540761e-7],"study_design_candidate":"design_other","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":[0.00047403487,0.00016108886,0.00077778375,0.0072599077,0.00024035787,0.0000021462,0.0008810303,0.025332995,0.0005611234,0.116361395,0.0005622542,0.8473859],"study_design_scores_gemma":[0.002029048,0.00034280148,0.0008141134,0.0017165686,0.00012580775,0.000025155863,0.0011936028,0.03155307,0.008089981,0.17013875,0.7812068,0.0027643444],"about_ca_topic_score_codex":0.000032620203,"about_ca_topic_score_gemma":0.008350126,"teacher_disagreement_score":0.84462154,"about_ca_system_score_codex":0.0001429579,"about_ca_system_score_gemma":0.00006524499,"threshold_uncertainty_score":0.9999888},"labels":[],"label_agreement":null},{"id":"W4409125350","doi":"10.4018/979-8-3693-7788-8.ch017","title":"Penetrating Digital Marketing Into Rural Areas by Deploying 5G Networks","year":2024,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"ICT Impact and Policies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Yorkville University","funders":"","keywords":"Business; Digital marketing; Telecommunications; Geography; Marketing; Computer science","score_opus":0.00440845569453315,"score_gpt":0.21658403595949183,"score_spread":0.21217558026495867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409125350","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009112405,0.6175912,0.0002725539,0.0008416445,0.00031251612,0.0004595156,0.000054827007,0.004549752,0.36680555],"genre_scores_gemma":[0.5608558,0.4235855,0.00021062553,0.000025764684,0.00003865178,0.00006306171,0.00012651792,0.00013114352,0.014962915],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988231,0.000009367133,0.0005040875,0.00016604895,0.0001229563,0.0003744617],"domain_scores_gemma":[0.9989052,0.00028353435,0.00013394732,0.00061348063,0.000031111154,0.000032734213],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012834066,0.00047949926,0.00044224656,0.00023948935,0.00019530157,0.00029137856,0.0005719755,0.0004891018,0.000011636534],"category_scores_gemma":[0.00004544767,0.00048219104,0.00006933862,0.00009972594,0.0004318661,0.0014839934,0.00035675298,0.0010171168,0.000006835163],"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":[0.000041041,0.00001132299,0.00070595666,0.00096208235,0.0001363699,0.0000073400097,0.0012351903,0.0018176651,0.00022533686,0.1135181,0.0010236527,0.88031596],"study_design_scores_gemma":[0.00017988341,0.00008500224,0.000041898264,0.002692314,0.000040613435,0.000057490637,0.00658449,0.0031008366,0.0008063827,0.022834973,0.9623022,0.0012739236],"about_ca_topic_score_codex":0.00001046399,"about_ca_topic_score_gemma":0.00013189537,"teacher_disagreement_score":0.96127856,"about_ca_system_score_codex":0.00013077966,"about_ca_system_score_gemma":0.000012390093,"threshold_uncertainty_score":0.99976295},"labels":[],"label_agreement":null},{"id":"W4409132882","doi":"10.4018/979-8-3693-7788-8.ch008","title":"Bridging the Digital Divide in Rural Areas","year":2024,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"ICT Impact and Policies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University Canada West","funders":"","keywords":"Bridging (networking); Digital divide; Geography; Computer science; World Wide Web; Computer security; Information and Communications Technology","score_opus":0.006680146137439995,"score_gpt":0.22512068823672288,"score_spread":0.21844054209928288,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409132882","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02448987,0.43854734,0.000049649905,0.00423709,0.00029963854,0.0005750111,0.00009231967,0.0026642112,0.52904487],"genre_scores_gemma":[0.6353723,0.34584817,0.00002253065,0.000024275574,0.000026847269,0.00005894495,0.00003393954,0.00005614662,0.018556835],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991673,0.000005087688,0.00035313214,0.000103028615,0.00009876248,0.0002726472],"domain_scores_gemma":[0.99910945,0.00013752033,0.000067385736,0.0006568024,0.000014341242,0.000014525167],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000070118476,0.00032522785,0.00033336008,0.00027884237,0.00008885276,0.00016705887,0.00060583994,0.0002667114,0.000007205422],"category_scores_gemma":[0.000022220634,0.000257833,0.00005231137,0.000102117774,0.0005293823,0.000951046,0.00040741815,0.0008340158,0.000013253329],"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":[0.000009062335,0.0000049621635,0.00045806123,0.0001996271,0.000031295505,0.000004860842,0.00070163864,0.00031337465,0.000019210582,0.34102383,0.0002093475,0.65702474],"study_design_scores_gemma":[0.00012121071,0.000036624733,0.0002479609,0.0012538804,0.00001551957,0.000044385702,0.0029181826,0.00039709604,0.0005594903,0.11600371,0.87784696,0.0005550075],"about_ca_topic_score_codex":0.000014965659,"about_ca_topic_score_gemma":0.00047109943,"teacher_disagreement_score":0.87763757,"about_ca_system_score_codex":0.00010124689,"about_ca_system_score_gemma":0.000012125189,"threshold_uncertainty_score":0.99998736},"labels":[],"label_agreement":null},{"id":"W4412606451","doi":"10.4018/979-8-3373-0568-4.ch010","title":"AI-Powered Threat Detection and Response for Future 6G Networks","year":2025,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Wireless Signal Modulation Classification","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Vanier College","funders":"","keywords":"Computer science; Computer security","score_opus":0.00862437323748896,"score_gpt":0.24732547940336727,"score_spread":0.2387011061658783,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412606451","genre_codex":"methods","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005743527,0.21788752,0.7181316,0.044659477,0.00085505313,0.0031934648,0.000050985134,0.0030750162,0.01157255],"genre_scores_gemma":[0.39915407,0.548607,0.030622695,0.0005420418,0.00009014187,0.0009779457,0.00008936492,0.00008524306,0.019831546],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982856,0.00006127076,0.00054981536,0.0006919023,0.00014758836,0.0002638366],"domain_scores_gemma":[0.99727607,0.00059391366,0.00044061302,0.0014572948,0.000201782,0.00003034142],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032649087,0.00040041443,0.00047953747,0.00047561948,0.00039187467,0.00017462306,0.001037162,0.0007450259,0.0000019820332],"category_scores_gemma":[0.00008698037,0.0004087661,0.00006475919,0.00019036562,0.00047213232,0.0019227528,0.0006978477,0.0006218205,7.140605e-7],"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":[0.00016363083,0.000008990361,0.000019287438,0.00006274278,0.000014340995,7.096235e-7,0.0000747237,0.000054989472,0.00012383735,0.52258116,0.000031643747,0.47686395],"study_design_scores_gemma":[0.0006732199,0.00036352733,0.00053804816,0.00058826734,0.000031031046,0.00002665753,0.0004348408,0.027614165,0.002341002,0.19347851,0.77306044,0.0008502689],"about_ca_topic_score_codex":0.0000034728362,"about_ca_topic_score_gemma":0.00021645013,"teacher_disagreement_score":0.7730288,"about_ca_system_score_codex":0.00016669255,"about_ca_system_score_gemma":0.00006719743,"threshold_uncertainty_score":0.99983644},"labels":[],"label_agreement":null},{"id":"W623403820","doi":"10.4018/978-1-61520-674-2.ch005","title":"Long Term Evolution (LTE)","year":2010,"lang":"en","type":"book-chapter","venue":"Advances in wireless technologies and telecommunication book series","topic":"Advanced Wireless Network Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Blackberry (Canada)","funders":"","keywords":"Computer network; UMTS frequency bands; Next-generation network; Computer science; IPv6; IP Multimedia Subsystem; LTE Advanced; UMTS Terrestrial Radio Access Network; Core network; Provisioning; Scalability; Access network; Quality of service; Radio access network; The Internet; Base station; Telecommunications link","score_opus":0.005203129105336364,"score_gpt":0.2124392483107685,"score_spread":0.20723611920543214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W623403820","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":[0.0038706325,0.6466132,0.0642281,0.0011385357,0.0013170181,0.0025930244,0.00007427864,0.020914175,0.25925106],"genre_scores_gemma":[0.21057414,0.7690549,0.011933889,0.000016998645,0.00005158004,0.00018814053,0.0001663772,0.0002512778,0.007762735],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99849015,0.000012450863,0.0005780345,0.00040291203,0.0001606991,0.00035572803],"domain_scores_gemma":[0.99831283,0.00011261524,0.00024739222,0.0012117526,0.000081010214,0.000034398116],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009140209,0.00052086427,0.00053882296,0.00037953586,0.0001646003,0.000052288546,0.0006910008,0.0009494303,0.00002101582],"category_scores_gemma":[0.000026750724,0.00057707756,0.000060451766,0.00012543552,0.000743963,0.0016966311,0.00035232608,0.0014369957,0.000007447877],"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":[0.00003260572,0.000021811056,0.0006719948,0.0004019938,0.000049374717,0.0000106059815,0.000073332136,0.010688009,0.0006037553,0.34494707,0.00004843539,0.642451],"study_design_scores_gemma":[0.0010430925,0.00021787726,0.0010524611,0.0024483888,0.00009937274,0.00013118645,0.00036754928,0.0070882537,0.008880505,0.17441852,0.80091757,0.0033352158],"about_ca_topic_score_codex":0.0000020326388,"about_ca_topic_score_gemma":0.00076158345,"teacher_disagreement_score":0.80086917,"about_ca_system_score_codex":0.00022286811,"about_ca_system_score_gemma":0.000021780534,"threshold_uncertainty_score":0.99966806},"labels":[],"label_agreement":null}]}