{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":12,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":12,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"1632abb81e56","filters":{"venue":"Advances in mechatronics and mechanical engineering (AMME) book series"}},"results":[{"id":"W2987698702","doi":"10.4018/978-1-7998-1415-3.ch001","title":"Artificial Intelligence in Aviation Industries","year":2019,"lang":"en","type":"book-chapter","venue":"Advances in mechatronics and mechanical engineering (AMME) book series","topic":"Air Traffic Management and Optimization","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Solana Networks (Canada)","funders":"","keywords":"Aviation; Sociotechnical system; Aerospace; Engineering; Operator (biology); Decision support system; Air traffic control; Artificial neural network; Systems engineering; Computer science; Engineering management; Operations research; Artificial intelligence; Aerospace engineering","authors":[{"name":"Tetiana Shmelova","is_ca":false},{"name":"Arnold Sterenharz","is_ca":false},{"name":"Serge Dolgikh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006909637372751336,"gpt":0.1953230716087381,"spread":0.1884134342359868,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002148689,0.0004559442,0.0005006093,0.0003357893,0.00002977042,0.00005263848,0.0001844898,0.0004721949,0.00009231405],"category_scores_gemma":[0.00003749641,0.0005232224,0.00005778288,0.0001106391,0.000029426,0.001263925,0.00009137415,0.0007339944,0.00002050996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002079075,"about_ca_system_score_gemma":0.00003678673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001845637,"about_ca_topic_score_gemma":0.0001107844,"domain_scores_codex":[0.9983446,0.000006786515,0.0006246171,0.0004005089,0.0002249414,0.0003985277],"domain_scores_gemma":[0.9995078,0.00007069468,0.00008273561,0.0002435779,0.00002805467,0.00006711302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001352079,0.000004482338,6.673507e-7,0.0001893062,0.0000129504,0.000005159166,0.00003829263,0.3645711,0.00001705535,0.6098423,0.000008912913,0.0252962],"study_design_scores_gemma":[0.0002141493,0.0002305848,0.000002513344,0.000992137,0.00004971237,0.000005422399,0.000116135,0.5818349,0.0007444571,0.04296587,0.3716249,0.001219154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.0004130312,0.06879543,0.8189132,0.0004678433,0.005089617,0.002842357,0.00010462,0.001507039,0.1018668],"genre_scores_gemma":[0.1866008,0.7116953,0.02883061,0.0002201471,0.001063448,0.0002963301,0.0008332444,0.001008687,0.06945149],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7900826,"threshold_uncertainty_score":0.9997219,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2479680810","doi":"10.4018/978-1-60566-226-8.ch011","title":"Learning Agents for Collaborative Driving","year":2009,"lang":"en","type":"book-chapter","venue":"Advances in mechatronics and mechanical engineering (AMME) book series","topic":"Traffic control and management","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Reinforcement learning; Context (archaeology); Domain (mathematical analysis); Computer science; Architecture; Control (management); Intelligent transportation system; Field (mathematics); Intelligent agent; Collaborative learning; Human–computer interaction; Agent architecture; Knowledge management; Systems engineering; Engineering; Artificial intelligence; Transport engineering","authors":[{"name":"Charles Desjardins","is_ca":true},{"name":"Julien Laumônier","is_ca":true},{"name":"Brahim Chaib-draa","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004388899632410895,"gpt":0.1964455172060608,"spread":0.1920566175736499,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002253752,0.0006239362,0.0007458951,0.0002068046,0.00009102141,0.00006829622,0.0002067261,0.0003341762,0.00003177033],"category_scores_gemma":[0.00005047963,0.0006874702,0.0001436148,0.00006016417,0.00002523792,0.0008337651,0.00008946297,0.0006587569,0.000005169464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002151169,"about_ca_system_score_gemma":0.00003178484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.733484e-7,"about_ca_topic_score_gemma":0.00005489479,"domain_scores_codex":[0.9981305,0.00000774282,0.0005287866,0.0005048115,0.0002263821,0.0006017772],"domain_scores_gemma":[0.9993373,0.0001224637,0.0000977435,0.0002373899,0.00005732984,0.0001477797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000279372,0.000006890098,1.17247e-7,0.0003101196,0.0000904261,0.00001274876,0.00008463921,0.2776995,0.0001418437,0.6532922,0.00006831476,0.06826521],"study_design_scores_gemma":[0.0007140719,0.0004037281,0.000001386207,0.0004919859,0.00007551871,0.00000469531,0.00006942266,0.04184622,0.0000877194,0.007026578,0.9485831,0.0006955455],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004161069,0.3742171,0.3559692,0.001141899,0.008698471,0.009253397,0.0003874285,0.006090154,0.2438263],"genre_scores_gemma":[0.05797204,0.6913963,0.03384605,0.0003091462,0.001207986,0.0008929638,0.00034993,0.001002868,0.2130227],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9485148,"threshold_uncertainty_score":0.9995577,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4213043085","doi":"10.4018/978-1-7998-7626-7","title":"Electric Vehicles and the Future of Energy Efficient Transportation","year":2021,"lang":"en","type":"book","venue":"Advances in mechatronics and mechanical engineering (AMME) book series","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Tech University","funders":"","keywords":"Transport engineering; Energy (signal processing); Aeronautics; Automotive engineering; Business; Engineering; Physics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.001247189007867308,"gpt":0.1593571932164623,"spread":0.158110004208595,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000174473,0.0004212193,0.0006867122,0.0001356613,0.00005233705,0.00002960257,0.0001678648,0.0003874829,0.00001114965],"category_scores_gemma":[0.00001251394,0.0003441362,0.0001179667,0.0001887204,0.00005254012,0.0003037253,0.00002924443,0.0006653377,1.675476e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001058946,"about_ca_system_score_gemma":0.0000782791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003139101,"about_ca_topic_score_gemma":0.00005309444,"domain_scores_codex":[0.998502,0.0000198957,0.0005144032,0.000332791,0.0002445459,0.0003864328],"domain_scores_gemma":[0.9994097,0.0001263039,0.0001013081,0.0002315002,0.00005035778,0.00008087272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005665021,0.000007042254,5.111968e-7,0.0006068785,0.00007494141,0.000009532632,0.0001016821,0.1054028,0.001490739,0.8671347,0.0000655472,0.02504895],"study_design_scores_gemma":[0.001899728,0.0002889584,0.0000143053,0.0006657279,0.0001946748,0.00005620449,0.0001182957,0.1736092,0.01001637,0.02481342,0.7873647,0.0009583365],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004164344,0.9702696,0.0211283,0.0002129047,0.0009711006,0.0004803211,0.00008777612,0.0002288328,0.002456839],"genre_scores_gemma":[0.1028629,0.8894432,0.002647405,0.0001155811,0.0005642422,0.000101282,0.0001663128,0.0002242557,0.00387478],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8423213,"threshold_uncertainty_score":0.9999011,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2501192898","doi":"10.4018/978-1-4666-8398-3.ch010","title":"Transcritical CO2 Refrigeration System in Tropical Region","year":2015,"lang":"en","type":"book-chapter","venue":"Advances in mechatronics and mechanical engineering (AMME) book series","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Refrigerant; Refrigeration; Vapor-compression refrigeration; Transcritical cycle; Environmental economics; Environmental science; Natural (archaeology); Process engineering; Computer science; Engineering; Geography; Economics; Mechanical engineering; Gas compressor","authors":[{"name":"D. K. Gupta","is_ca":false},{"name":"Mani Sankar Dasgupta","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009419897647228304,"gpt":0.2062679855315276,"spread":0.1968480878842993,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001794586,0.000519143,0.000706337,0.0003342952,0.00005741735,0.00007216804,0.0002031742,0.0007261707,0.00001698653],"category_scores_gemma":[0.00006120323,0.0005476162,0.00009647429,0.00008008158,0.00007023154,0.001145675,0.00005356949,0.0009997415,0.00001059823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000545513,"about_ca_system_score_gemma":0.00005131597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001678256,"about_ca_topic_score_gemma":0.00006390934,"domain_scores_codex":[0.9980322,0.00001552962,0.0007163936,0.0004744423,0.000295309,0.0004661586],"domain_scores_gemma":[0.999352,0.00006811416,0.00005644858,0.0003302444,0.00005683302,0.0001362981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002681549,0.000007400069,6.589913e-7,0.0004295952,0.00001707432,0.00009012305,0.00003849652,0.02676825,0.0002402839,0.9693084,0.00005489588,0.00301803],"study_design_scores_gemma":[0.001388936,0.0004712996,0.000004215399,0.002513592,0.00005346255,0.0002034006,0.0001840184,0.1127999,0.001325433,0.04514692,0.8345117,0.001397075],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003505372,0.2873575,0.5105766,0.002451586,0.008095654,0.004520907,0.0003038,0.01085294,0.1723357],"genre_scores_gemma":[0.8080429,0.1557802,0.01799523,0.0001143782,0.0006520246,0.0005191162,0.0003268658,0.0006230837,0.01594627],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9241614,"threshold_uncertainty_score":0.9996975,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4320009128","doi":"10.4018/978-1-6684-5955-3.ch001","title":"MIMO Hybrid Beamforming","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in mechatronics and mechanical engineering (AMME) book series","topic":"Antenna Design and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Beamforming; MIMO; Electronic engineering; Computer science; Radio frequency; 3G MIMO; Radar; Context (archaeology); Amplifier; Engineering; Telecommunications","authors":[{"name":"Mostafa Hefnawi","is_ca":true},{"name":"Jamal Zbitou","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005419733867131757,"gpt":0.1836841691978991,"spread":0.1782644353307674,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002177452,0.0006430909,0.000686206,0.00029415,0.00007205996,0.00005760248,0.0002343431,0.0003739833,0.00005608558],"category_scores_gemma":[0.00004392902,0.0007079998,0.0001404547,0.00007692389,0.00004141192,0.00130072,0.0001256838,0.0007820809,0.00004138326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001777507,"about_ca_system_score_gemma":0.00003344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001666857,"about_ca_topic_score_gemma":0.00002270139,"domain_scores_codex":[0.998013,0.000005628187,0.0005984761,0.0004880001,0.0002765933,0.0006183436],"domain_scores_gemma":[0.9992768,0.00009853956,0.00008312702,0.0003296544,0.00004215236,0.0001697637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002120945,0.000004655366,1.667323e-7,0.0004951522,0.00006274805,0.00005756727,0.00004195686,0.1674817,0.0004715428,0.8244914,0.00007165178,0.006800237],"study_design_scores_gemma":[0.0004688318,0.0001892538,2.838694e-7,0.001061254,0.00007035543,0.00005699406,0.0000386941,0.2887926,0.001014198,0.02300559,0.6840744,0.001227572],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.00009040564,0.1245588,0.7853237,0.0002425549,0.006306645,0.001802487,0.0003372098,0.004691896,0.07664628],"genre_scores_gemma":[0.004803973,0.8363088,0.03236999,0.0001634265,0.00072782,0.0001932995,0.0003962599,0.001158385,0.123878],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8014858,"threshold_uncertainty_score":0.9995371,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4317759450","doi":"10.4018/978-1-6684-5955-3.ch012","title":"Design of Compact Planar Filters Miniaturization Challenges","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in mechatronics and mechanical engineering (AMME) book series","topic":"Microwave Engineering and Waveguides","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec","funders":"","keywords":"Miniaturization; Electronic engineering; Stub (electronics); HFSS; Planar; WiMAX; Wireless; Microstrip; Resonator; Engineering; Acoustics; Topology (electrical circuits); Computer science; Electrical engineering; Telecommunications; Microstrip antenna; Physics; Antenna (radio)","authors":[{"name":"Amal Kadiri","is_ca":false},{"name":"Abdelali Tajmouati","is_ca":false},{"name":"Issam Zahraoui","is_ca":false},{"name":"Ahmed Lakhssassi","is_ca":true},{"name":"Fouad Aytouna","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01439575552429779,"gpt":0.2032337914236754,"spread":0.1888380358993776,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003138494,0.0006689341,0.0008878463,0.0003788483,0.00003459817,0.00002466045,0.0002572047,0.0004989234,0.00002007579],"category_scores_gemma":[0.00005430603,0.0007313121,0.0001231918,0.00007620534,0.00004626887,0.0005987334,0.00005376082,0.0006284179,0.0000109586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001274224,"about_ca_system_score_gemma":0.0000326223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001673942,"about_ca_topic_score_gemma":0.000009785582,"domain_scores_codex":[0.9980224,0.0000128056,0.0006962626,0.0004632021,0.0002785166,0.00052678],"domain_scores_gemma":[0.9990671,0.0002429319,0.0001168118,0.0003847456,0.00004416658,0.0001442352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002816004,0.000006830945,8.349847e-8,0.001074744,0.00011797,0.00002206652,0.0001371539,0.4615416,0.003393093,0.5314523,0.0000943367,0.002131695],"study_design_scores_gemma":[0.001419718,0.0009994465,0.000005071103,0.005212931,0.0002286746,0.00008683276,0.0001521308,0.2835116,0.0132159,0.02765677,0.6643839,0.003126973],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.0001537793,0.4754904,0.4816497,0.0004271663,0.006332683,0.002421978,0.0006472907,0.003815105,0.02906192],"genre_scores_gemma":[0.01466341,0.9545089,0.01548045,0.00002632062,0.0003212019,0.00005439384,0.0002003881,0.0007002756,0.01404468],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6642896,"threshold_uncertainty_score":0.9995138,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4226412907","doi":"10.4018/978-1-7998-9078-2.ch005","title":"Biomechanical Analysis on Vancouver Periprosthetic Fracture in Femur Using the Finite Element Modeling","year":2022,"lang":"en","type":"book-chapter","venue":"Advances in mechatronics and mechanical engineering (AMME) book series","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Periprosthetic; Fixation (population genetics); Femur; Femur fracture; Femoral fracture; Implant; Orthodontics; Finite element method; Medicine; Prosthesis; Fracture (geology); Arthroplasty; Surgery; Engineering; Structural engineering; Geotechnical engineering","authors":[{"name":"Raja Dhason","is_ca":false},{"name":"Sandipan Roy","is_ca":false},{"name":"Shubhabrata Datta","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00943844461619937,"gpt":0.2364843366484276,"spread":0.2270458920322282,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005039658,0.0006375555,0.001074812,0.0005379585,0.0001746072,0.00003800631,0.0001899749,0.0003401374,0.0005290077],"category_scores_gemma":[0.00006213521,0.0004929042,0.0003278641,0.0002213533,0.00005214387,0.0004234887,0.0002468763,0.001594447,0.000001890643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003678964,"about_ca_system_score_gemma":0.0001221808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000218796,"about_ca_topic_score_gemma":0.0002915277,"domain_scores_codex":[0.9971182,0.00003042462,0.0007928403,0.0007860891,0.0006317496,0.000640665],"domain_scores_gemma":[0.9989147,0.0001461096,0.0001874956,0.0005403224,0.00004049652,0.0001709371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004214369,0.00008462532,0.000007197914,0.0002351384,0.0003617969,0.0002413664,0.0001639601,0.7152126,0.0001379436,0.2781083,0.0000116887,0.005013932],"study_design_scores_gemma":[0.001014809,0.0007294738,8.468909e-7,0.0004903879,0.0005037937,0.00005177803,0.0001780222,0.4791499,0.00006146945,0.001964719,0.5152814,0.0005734676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01888966,0.2316111,0.6872245,0.007470591,0.01306911,0.01370085,0.001865849,0.00136268,0.02480569],"genre_scores_gemma":[0.7326929,0.2270101,0.01178624,0.004821559,0.0009948495,0.0003960406,0.000552215,0.0007697917,0.02097635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7138032,"threshold_uncertainty_score":0.9997523,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4398146022","doi":"10.4018/979-8-3693-2161-4.ch001","title":"Estimating the In-Plane Lateral Resistance of Reinforced Log Wall Employing Soft Modelling Techniques","year":2024,"lang":"en","type":"book-chapter","venue":"Advances in mechatronics and mechanical engineering (AMME) book series","topic":"Masonry and Concrete Structural Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Plane (geometry); Resistance (ecology); Structural engineering; Materials science; Composite material; Geometry; Mathematics; Engineering; Biology","authors":[{"name":"K.G.M. Kandethanthri","is_ca":true},{"name":"Mehdi Nikoo","is_ca":true},{"name":"Ghazanfarah Hafeez","is_ca":true},{"name":"Ashutosh Bagchi","is_ca":true},{"name":"Vagelis Plevris","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005249541136057386,"gpt":0.1969327436946677,"spread":0.1916832025586103,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002907773,0.0005388402,0.0007622921,0.000217993,0.00005499738,0.00005337793,0.0003028739,0.0003301259,0.00002942822],"category_scores_gemma":[0.0000216237,0.0004531641,0.0001553396,0.0001066567,0.00005380564,0.0007045109,0.0001236776,0.0009885759,0.000001801957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001266195,"about_ca_system_score_gemma":0.00002224509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000118563,"about_ca_topic_score_gemma":0.00008745751,"domain_scores_codex":[0.9980572,0.00000832466,0.0008141512,0.0004199166,0.0002513938,0.0004489471],"domain_scores_gemma":[0.9993029,0.0001323545,0.0001191699,0.0003407165,0.00003558701,0.00006926008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002165909,4.493879e-7,1.835367e-7,0.0008282827,0.0000506213,0.00001882747,0.0000928607,0.5422106,0.000508446,0.455024,0.000001895405,0.001242097],"study_design_scores_gemma":[0.0001401912,0.00007142207,9.962417e-8,0.002425021,0.00009270674,0.00001824804,0.0000215956,0.8876281,0.002199833,0.04026701,0.06649169,0.0006440772],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01324282,0.4284226,0.4468177,0.001130596,0.00516864,0.004463968,0.0005267622,0.004656544,0.09557033],"genre_scores_gemma":[0.589964,0.1778209,0.1409472,0.0002100711,0.0009707804,0.000375285,0.0003259209,0.001026444,0.08835929],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5767212,"threshold_uncertainty_score":0.999792,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3215971329","doi":"10.4018/978-1-7998-6858-3.ch004","title":"Integrated Battery Chargers","year":2021,"lang":"en","type":"book-chapter","venue":"Advances in mechatronics and mechanical engineering (AMME) book series","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Galvanic isolation; Battery (electricity); Computer science; Control reconfiguration; Isolation (microbiology); Electrical engineering; Automotive engineering; Power (physics); Engineering; Control engineering; Embedded system; Voltage","authors":[{"name":"Syed Qaseem Ali","is_ca":false},{"name":"G. Joós","is_ca":true},{"name":"Chu Sun","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007523338381887095,"gpt":0.2148556221252657,"spread":0.2073322837433786,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002184746,0.0009209764,0.001064281,0.0004490011,0.00007102979,0.00008211083,0.0005068271,0.0008443544,0.0003180415],"category_scores_gemma":[0.0001282184,0.000991737,0.0001777996,0.0001627836,0.0001198753,0.001505359,0.0002898334,0.002191275,0.00002852198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005288193,"about_ca_system_score_gemma":0.00007498706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000157781,"about_ca_topic_score_gemma":0.00003221189,"domain_scores_codex":[0.9969869,0.00001288327,0.0007428802,0.0008194192,0.0004312929,0.001006595],"domain_scores_gemma":[0.998722,0.0001754686,0.00008967237,0.0007276223,0.00007886511,0.0002063492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004348309,0.00001825579,0.00000105156,0.001098874,0.0001883607,0.000312577,0.00003769303,0.04684368,0.008424905,0.8981645,0.0002111672,0.04465552],"study_design_scores_gemma":[0.0004140074,0.0001828994,4.491487e-7,0.001089902,0.00003277221,0.00007381392,0.00008032318,0.01453932,0.008646087,0.01018453,0.9635456,0.001210276],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009799867,0.6058779,0.2517487,0.001538817,0.008195497,0.003387698,0.000976519,0.008724421,0.1185704],"genre_scores_gemma":[0.007920427,0.8954747,0.02839545,0.0002646442,0.0004042996,0.0003858283,0.0004941766,0.001051288,0.06560921],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9633344,"threshold_uncertainty_score":0.9992533,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3217131346","doi":"10.4018/978-1-7998-6858-3.ch006","title":"Impact of Electric Vehicle Charging Infrastructure on the Distribution Network Power Quality","year":2021,"lang":"en","type":"book-chapter","venue":"Advances in mechatronics and mechanical engineering (AMME) book series","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Tech University","funders":"","keywords":"Battery (electricity); Automotive engineering; Electric vehicle; Converters; Power (physics); Electrical engineering; Grid; Computer science; Engineering; Voltage","authors":[{"name":"Gagandeep Sharma","is_ca":true},{"name":"Vijay K. Sood","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00649590582169712,"gpt":0.2461980171948842,"spread":0.2397021113731871,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003497808,0.0005845454,0.0007630783,0.0001283413,0.00008396621,0.00003943118,0.0003955639,0.0005076852,0.0001166969],"category_scores_gemma":[0.0002149811,0.0004787543,0.0002191903,0.0002133701,0.00007130731,0.0005631322,0.0002357168,0.001717543,0.000002902036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006054579,"about_ca_system_score_gemma":0.00006663131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002190472,"about_ca_topic_score_gemma":0.000006765383,"domain_scores_codex":[0.9977346,0.00002523005,0.0006179766,0.0004664372,0.0004011193,0.0007546505],"domain_scores_gemma":[0.9986877,0.0003577896,0.0001433707,0.000632277,0.0000834517,0.00009541003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004542306,0.000007447753,0.000005128612,0.00016627,0.000101821,0.0000114175,0.00001309974,0.2832496,0.002876023,0.7076517,0.00005261006,0.005819418],"study_design_scores_gemma":[0.002163346,0.003244376,0.00045873,0.004391889,0.0001617756,0.0001114737,0.0001976149,0.1795581,0.02640106,0.2032206,0.5753301,0.00476096],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1267302,0.497161,0.3102646,0.001781328,0.006027633,0.007673202,0.002922251,0.00547699,0.04196282],"genre_scores_gemma":[0.7973598,0.1970968,0.001952111,0.00006690171,0.000278992,0.000148322,0.0002685866,0.0003894941,0.002438946],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6706296,"threshold_uncertainty_score":0.9997664,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4317759451","doi":"10.4018/978-1-6684-5955-3.ch010","title":"MIMO Radar Systems","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in mechatronics and mechanical engineering (AMME) book series","topic":"Radar Systems and Signal Processing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"MIMO; Computer science; Radar; Phased array; Electronic engineering; Fast Fourier transform; Bistatic radar; Radar engineering details; Radar systems; Antenna array; Continuous-wave radar; Waveform; Radar imaging; Remote sensing; Antenna (radio); Engineering; Algorithm; Telecommunications; Geography; Beamforming","authors":[{"name":"Mostafa Hefnawi","is_ca":true},{"name":"Zakaria Benyahia","is_ca":false},{"name":"Mohamed Aboulfatah","is_ca":false},{"name":"Elhassane Abdelmounim","is_ca":false},{"name":"Taoufiq Gadi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00629197443518551,"gpt":0.1900420672986252,"spread":0.1837500928634397,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00038505,0.000801265,0.001082106,0.0003049995,0.00009508564,0.0001365718,0.0003128437,0.0006374775,0.00002281264],"category_scores_gemma":[0.00003556736,0.0008342286,0.0001610967,0.00009900336,0.00004464959,0.001295932,0.0001268443,0.0009961339,0.00004248969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002377608,"about_ca_system_score_gemma":0.00005367054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008317752,"about_ca_topic_score_gemma":0.00003471677,"domain_scores_codex":[0.9973117,0.00001164829,0.0008876258,0.0006171652,0.0004357649,0.0007361608],"domain_scores_gemma":[0.9990418,0.0001328687,0.0001303548,0.0004190296,0.00005199948,0.0002239669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001721554,0.000004544858,1.557018e-7,0.002300482,0.0001034519,0.0001005414,0.00008284116,0.06004634,0.0007838428,0.9316906,0.0001334051,0.004736538],"study_design_scores_gemma":[0.0003854184,0.0001485535,2.103884e-7,0.002395605,0.00005485874,0.00007768397,0.00007356931,0.06094725,0.0002951658,0.008718506,0.9257855,0.001117653],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002105973,0.767799,0.07263786,0.0002312988,0.01647141,0.002555463,0.0004457778,0.005321528,0.1343271],"genre_scores_gemma":[0.04428623,0.6761547,0.006752426,0.0001164301,0.002531517,0.0004236221,0.0002600324,0.002357511,0.2671175],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9256521,"threshold_uncertainty_score":0.9994109,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4317759475","doi":"10.4018/978-1-6684-5955-3.ch009","title":"Millimeter Wave Microstrip Antennas for Radar Applications in the Ka-Band","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in mechatronics and mechanical engineering (AMME) book series","topic":"Antenna Design and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Microstrip antenna; Coaxial antenna; Antenna measurement; Antenna (radio); Electronic engineering; Omnidirectional antenna; Patch antenna; Radar; Acoustics; Computer science; Engineering; Telecommunications; Electrical engineering; Physics","authors":[{"name":"Salaheddine Aourik","is_ca":false},{"name":"Ahmed Errkik","is_ca":false},{"name":"Jamal Zbitou","is_ca":false},{"name":"Rachid Mandry","is_ca":false},{"name":"Ahmed Lakhssassi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01039047334564387,"gpt":0.2082113243487523,"spread":0.1978208510031085,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003579913,0.0005555647,0.0007004673,0.0002911488,0.00008680877,0.00006635187,0.0003073119,0.0003675093,0.00001357527],"category_scores_gemma":[0.00003287931,0.0004717377,0.0002371264,0.0001510679,0.00005577898,0.0004681503,0.00005452238,0.000645242,0.000007489012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000106849,"about_ca_system_score_gemma":0.00002605937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003371305,"about_ca_topic_score_gemma":0.0000931984,"domain_scores_codex":[0.9981234,0.00001038189,0.0005988891,0.0004874528,0.0002158969,0.0005639665],"domain_scores_gemma":[0.9990765,0.0003097511,0.00007950705,0.0004033082,0.00004092009,0.00009003574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000451933,0.00001978633,0.000001051238,0.0008025879,0.0001861155,0.00003330404,0.0002098323,0.003245242,0.008342382,0.9830377,0.0000850328,0.003991799],"study_design_scores_gemma":[0.000830919,0.0002236194,0.000002572528,0.0006677413,0.0002163844,0.00002888064,0.000306482,0.04987575,0.001241976,0.04479009,0.9005844,0.001231215],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.0001726167,0.163851,0.8209295,0.0006520447,0.001306608,0.004078417,0.0009835567,0.001027948,0.006998347],"genre_scores_gemma":[0.04612054,0.8446872,0.02719496,0.0006115306,0.001213728,0.002698963,0.001292865,0.001395741,0.07478454],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9382476,"threshold_uncertainty_score":0.9997734,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}