{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":24,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":24,"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"},"query_hash":"529c3d0e8a69","filters":{"venue":"Optical Switching and Networking"}},"results":[{"id":"W2048644055","doi":"10.1016/j.osn.2009.03.003","title":"A survey of dynamic bandwidth allocation algorithms for Ethernet Passive Optical Networks","year":2009,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Advanced Photonic Communication Systems","field":"Engineering","cited_by":133,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Dynamic bandwidth allocation; Computer science; Computer network; Bandwidth (computing); Passive optical network; Bandwidth allocation; Bottleneck; Quality of service; Upstream (networking); Ethernet; Channel allocation schemes; Bandwidth management; Telecommunications; Wavelength-division multiplexing; Wireless; Embedded system","retraction":null,"screen_n_in":null,"score":{"opus":0.02111742257440831,"gpt":0.2772364413969736,"spread":0.2561190188225653,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005838121,0.0001625952,0.0002958638,0.00003759296,0.00009253781,0.00004011977,0.0001610639,0.0001356388,0.000001897284],"category_scores_gemma":[0.00005443957,0.0001606751,0.00004832591,0.0001781985,0.00003110059,0.00007207519,0.00003136822,0.000262924,6.396301e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005342181,"about_ca_system_score_gemma":0.00001168147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001968336,"about_ca_topic_score_gemma":0.000063397,"domain_scores_codex":[0.9989369,0.00005359609,0.0003837274,0.0001976214,0.0001200006,0.0003081557],"domain_scores_gemma":[0.9986562,0.0008227773,0.00007102645,0.0002788493,0.00006847469,0.0001026529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004377113,0.00002874794,0.0002248802,0.00002993864,0.00005232895,8.070546e-7,0.000203327,0.1061678,0.001042706,0.001165606,0.00003445942,0.8910056],"study_design_scores_gemma":[0.0003559115,0.00007226063,0.008258054,0.0001420865,0.00001877375,0.000005904675,0.00002288297,0.9897445,0.0001097069,0.0006706574,0.0004128535,0.0001863653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04579112,0.003057833,0.949587,0.0001006921,0.000279636,0.0003031577,0.000003389155,0.0001390165,0.0007381059],"genre_scores_gemma":[0.9860491,0.0004808109,0.01322405,0.00004015367,0.000108791,0.0000221992,0.00003589935,0.00002866098,0.00001038508],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9402579,"threshold_uncertainty_score":0.6552139,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3150418716","doi":"10.1016/j.osn.2021.100619","title":"Disaster resilience of optical networks: State of the art, challenges, and opportunities","year":2021,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":79,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"European Regional Development Fund; Fundação para a Ciência e a Tecnologia; Horizon 2020; Research and Innovation Foundation; European Cooperation in Science and Technology; Natural Sciences and Engineering Research Council of Canada; European Commission; FP7 Coherent Development of Research Policies; National Science Foundation","keywords":"Resilience (materials science); Computer science; Preparedness; Computer security; Emergency management; Natural disaster; Disaster recovery; Telecommunications; Risk analysis (engineering); Business; Geography; Political science","retraction":null,"screen_n_in":null,"score":{"opus":0.02359533446316302,"gpt":0.216959933606499,"spread":0.193364599143336,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002162568,0.0001746771,0.0003283657,0.00002490285,0.00007045965,0.00002436571,0.000142284,0.0001013662,0.000002137458],"category_scores_gemma":[0.00006203134,0.0001325269,0.00004855538,0.0001198651,0.0003335599,0.00009613485,0.000303651,0.0003781787,2.662073e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001240693,"about_ca_system_score_gemma":0.00001003561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.033153e-7,"about_ca_topic_score_gemma":0.00001229126,"domain_scores_codex":[0.9988688,0.00003379481,0.0003456922,0.0002240966,0.000168878,0.0003587954],"domain_scores_gemma":[0.9990435,0.0004932702,0.00005055535,0.0002872412,0.00003631027,0.00008916858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001829763,0.00002234922,0.0002309821,0.0001441775,0.00005115096,0.00002212933,0.000226852,0.0509307,0.001008909,0.03142737,0.00002852507,0.9158885],"study_design_scores_gemma":[0.0009090557,0.0002255863,0.009333015,0.00292427,0.0001788645,0.0001997241,0.001629734,0.9271227,0.00450988,0.04299315,0.008913016,0.001061002],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7723751,0.09722879,0.1121548,0.001481634,0.0006979427,0.0002378987,0.000003103975,0.0003293248,0.01549133],"genre_scores_gemma":[0.9602578,0.03166438,0.007879511,0.00003984772,0.000088005,0.000004512991,8.235067e-7,0.00002428563,0.00004089344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9148275,"threshold_uncertainty_score":0.5404291,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1981673790","doi":"10.1016/j.osn.2008.05.001","title":"Resource provisioning for survivable WDM networks under a sliding scheduled traffic model","year":2008,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Computer science; Traffic grooming; Scheduling (production processes); Provisioning; Heuristic; Wavelength-division multiplexing; Integer programming; Distributed computing; Computer network; Mathematical optimization; Linear programming; Wavelength; Algorithm; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.02262650233543558,"gpt":0.2246931824031473,"spread":0.2020666800677117,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003940622,0.0003648731,0.0004551543,0.00008864089,0.0006995148,0.0001001922,0.0002285717,0.0003240739,0.000001578764],"category_scores_gemma":[0.00007408666,0.0003483381,0.0001070826,0.000329774,0.00009004637,0.0002041091,0.0001415682,0.0007344207,0.000001777536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008444094,"about_ca_system_score_gemma":0.00001491675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.093079e-7,"about_ca_topic_score_gemma":0.000003542387,"domain_scores_codex":[0.9978703,0.0000205565,0.000417821,0.000483574,0.0001959837,0.001011765],"domain_scores_gemma":[0.9986775,0.0007564191,0.0000504551,0.0002876854,0.00003252033,0.0001954023],"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":[0.00003363491,0.00001406714,0.00006700023,0.0000294252,0.00003466208,0.000007127601,0.00005953386,0.9251345,0.0002134229,0.006555924,0.0001016281,0.06774908],"study_design_scores_gemma":[0.0004729024,0.0000537767,0.00003736094,0.0002090335,0.00003005266,0.000035365,0.00008878505,0.9951656,0.00005091265,0.002569413,0.0008381746,0.0004486086],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2650181,0.002165479,0.7299837,0.0001100273,0.0001686669,0.0002811164,5.720462e-7,0.001231474,0.001040819],"genre_scores_gemma":[0.8520188,0.0005949906,0.1466469,0.00008896101,0.0004411764,0.00005423238,0.000006368586,0.000102785,0.00004574623],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5870007,"threshold_uncertainty_score":0.9998969,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2806003270","doi":"10.1016/j.osn.2018.06.001","title":"Traffic prediction based on machine learning for elastic optical networks","year":2018,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Optical Network Technologies","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"British Columbia Institute of Technology","funders":"Narodowe Centrum Nauki","keywords":"Computer science; Cloud computing; Artificial intelligence; Machine learning; Distributed computing; Computer network; Operating system","retraction":null,"screen_n_in":null,"score":{"opus":0.009415990148441978,"gpt":0.2076395375597446,"spread":0.1982235474113026,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004378255,0.0003286549,0.0003348298,0.0001076226,0.0004115282,0.0001491114,0.000162046,0.0003374823,0.00001047926],"category_scores_gemma":[0.0001567275,0.0002992199,0.00009171807,0.0002858719,0.0001568269,0.0000831253,0.00005796881,0.0008562332,0.0000102308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006968846,"about_ca_system_score_gemma":0.000007865633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.141078e-7,"about_ca_topic_score_gemma":0.000006623482,"domain_scores_codex":[0.9981927,0.00002820533,0.0003532283,0.0004290613,0.0002027233,0.0007940561],"domain_scores_gemma":[0.998417,0.001099466,0.00003423373,0.0002172584,0.0000385456,0.0001934541],"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":[0.00009974774,0.00002829974,0.0004042634,0.00003127762,0.00003099429,0.000004087217,0.00001768143,0.7467198,0.0000967616,0.002256164,0.0001184572,0.2501925],"study_design_scores_gemma":[0.0005711287,0.0007032106,0.0003563373,0.0002444345,0.00006171858,0.0000086086,0.0000116543,0.9938573,0.00006650807,0.0002817434,0.003527041,0.0003103209],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2036395,0.0007018854,0.7876282,0.0002784437,0.00146647,0.000388639,0.000002150729,0.00241854,0.003476197],"genre_scores_gemma":[0.9789651,0.0001335925,0.0186394,0.0001110055,0.001987214,0.00004439097,0.00001729536,0.00008778871,0.00001421504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7753256,"threshold_uncertainty_score":0.999946,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2018044417","doi":"10.1016/j.osn.2014.09.002","title":"Optimal regenerator placement in translucent optical networks","year":2014,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Computer science; SIGNAL (programming language); Integer programming; Process (computing); Integer (computer science); Regenerative heat exchanger; Computer network; Algorithm; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.00692165976435247,"gpt":0.2042162202525719,"spread":0.1972945604882195,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004710158,0.0003439921,0.0004264918,0.00008830253,0.0001249761,0.00009890278,0.0002035453,0.0002885648,0.00000859892],"category_scores_gemma":[0.00004040675,0.0003248533,0.00006318388,0.0003079233,0.00009605719,0.0001187806,0.0001076471,0.0008642626,0.000006130349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009302478,"about_ca_system_score_gemma":0.000005394378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001664851,"about_ca_topic_score_gemma":0.00001772716,"domain_scores_codex":[0.9979274,0.00003592516,0.0004625138,0.0004357222,0.0002085014,0.0009299403],"domain_scores_gemma":[0.9990784,0.0003814371,0.00002602162,0.000273308,0.00001400264,0.0002268279],"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":[0.00003139129,0.00002513938,0.0004243515,0.00002132601,0.00001889562,0.00001517563,0.00003814617,0.7773981,0.000414771,0.01166528,0.00005918848,0.2098882],"study_design_scores_gemma":[0.0005830639,0.00009420358,0.0003534994,0.0001865965,0.00001956642,0.00001520694,0.00003991139,0.9925915,0.0002777145,0.0007004959,0.004707347,0.0004308942],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3054889,0.002207785,0.6867935,0.000252699,0.0005400527,0.0001939048,3.129483e-7,0.000703364,0.00381949],"genre_scores_gemma":[0.9279212,0.0008579592,0.07035962,0.0001169139,0.0006356015,0.00003292516,0.000003819089,0.00006195952,0.000009988519],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6224324,"threshold_uncertainty_score":0.9999204,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1976036703","doi":"10.1016/j.osn.2014.02.001","title":"Passive optical network (PON) supported networking","year":2014,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Advanced Photonic Communication Systems","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Passive optical network; Computer science; Context (archaeology); Telecommunications; Computer network; Set (abstract data type); Optical networking; Wavelength-division multiplexing; Physics; Optics","retraction":null,"screen_n_in":null,"score":{"opus":0.00821495121526783,"gpt":0.2124198421337428,"spread":0.204204890918475,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007163649,0.0003430664,0.000480673,0.00005027506,0.0003809602,0.0001697582,0.0003083136,0.0002065961,0.00001766319],"category_scores_gemma":[0.000038554,0.0003398961,0.0000923881,0.0003279274,0.00007119914,0.0001511825,0.0002047072,0.0007649173,0.00002640495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007877929,"about_ca_system_score_gemma":0.0000126082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006269841,"about_ca_topic_score_gemma":0.00002504315,"domain_scores_codex":[0.9977917,0.0001058803,0.0005671722,0.0003864281,0.0002598142,0.0008890141],"domain_scores_gemma":[0.9980004,0.0009692184,0.00008618366,0.0005781255,0.00003788799,0.0003282283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003412762,0.00002505786,0.002130589,0.00006816589,0.0001388136,0.00001593299,0.0003178302,0.1389646,0.0010147,0.01743735,0.0007652428,0.8390876],"study_design_scores_gemma":[0.0004849604,0.00004680275,0.0009711054,0.0003935077,0.00004944706,0.00006794597,0.00004285466,0.8383644,0.0001262994,0.00391502,0.1549683,0.0005693664],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1273476,0.005529803,0.7832978,0.0005945803,0.004504792,0.0005982441,0.000001223148,0.001952702,0.07617319],"genre_scores_gemma":[0.9864368,0.0005076314,0.009816824,0.0002109505,0.002844661,0.00003565825,0.00001209921,0.00009105433,0.00004431821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8590892,"threshold_uncertainty_score":0.9999053,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1972240863","doi":"10.1016/j.osn.2010.04.002","title":"A novel implementation of TCP Vegas for optical burst switched networks","year":2010,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Vedecká Grantová Agentúra MŠVVaŠ SR a SAV","keywords":"TCP Vegas; Computer science; TCP Westwood plus; Computer network; Retransmission; TCP Friendly Rate Control; TCP global synchronization; Zeta-TCP; CUBIC TCP; TCP acceleration; TCP tuning; H-TCP; Network congestion; Real-time computing; Network packet","retraction":null,"screen_n_in":null,"score":{"opus":0.01181434951443052,"gpt":0.2611073276530878,"spread":0.2492929781386572,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003342405,0.0002634873,0.0003782414,0.00006837196,0.0001418126,0.00006374172,0.0001923429,0.0002851884,0.000007404723],"category_scores_gemma":[0.00006366608,0.0002504656,0.00009110993,0.0002298201,0.0001188191,0.0001355137,0.0001056997,0.0006786879,9.764865e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002571854,"about_ca_system_score_gemma":0.00001047155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006224497,"about_ca_topic_score_gemma":0.00006560628,"domain_scores_codex":[0.9984125,0.000004674134,0.0004631645,0.0003159147,0.0001578812,0.0006458799],"domain_scores_gemma":[0.9988745,0.000605698,0.00006395499,0.0002534657,0.00004953313,0.0001527738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006568051,0.00005598375,0.001441028,0.0001075633,0.000119589,0.000003839145,0.00009725807,0.04489743,0.1009625,0.07409421,0.00007927041,0.7780756],"study_design_scores_gemma":[0.001526333,0.0002030282,0.002300113,0.0001402381,0.0001170276,0.00003850337,0.000256319,0.9801176,0.004955822,0.006603354,0.003094438,0.0006472346],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3349307,0.0003180574,0.6627456,0.0001631696,0.0006790463,0.0002878685,0.00000248027,0.0003898782,0.0004831635],"genre_scores_gemma":[0.816435,0.0001249306,0.1827135,0.00003655134,0.0005784412,0.00004708135,0.000008839937,0.00005233781,0.000003299964],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9352202,"threshold_uncertainty_score":0.9999948,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2730606144","doi":"10.1016/j.osn.2017.06.003","title":"Towards end-to-end integrated optical packet network: Empirical analysis","year":2017,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Computer network; End-to-end principle; Service provider; Network packet; Provisioning; Core network; Access network; Network element; Telecommunications; Service (business); Business","retraction":null,"screen_n_in":null,"score":{"opus":0.02489373632001992,"gpt":0.286460038620344,"spread":0.2615663023003241,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006323163,0.0005211962,0.0008699278,0.0001689461,0.0008361717,0.0006497281,0.0007117515,0.000434272,0.00005682389],"category_scores_gemma":[0.0003205097,0.0004532606,0.0002291344,0.0006802056,0.0002901489,0.0002175285,0.0006363764,0.001199951,0.00003458678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001236818,"about_ca_system_score_gemma":0.00002072302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001825906,"about_ca_topic_score_gemma":0.0001510212,"domain_scores_codex":[0.9969174,0.00003885892,0.0005587738,0.0007098577,0.000388327,0.001386789],"domain_scores_gemma":[0.9979312,0.0004465972,0.00007953501,0.0009207652,0.00005844402,0.0005634969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006885963,0.00003811008,0.01126648,0.0000249012,0.0006873733,0.000121654,0.00008926089,0.1530847,0.0002004342,0.01097572,0.0009148601,0.8225277],"study_design_scores_gemma":[0.0005505881,0.0001721897,0.02713602,0.0002668283,0.0007826538,0.00003360859,0.0000900887,0.9344862,0.0001873338,0.009034821,0.02597199,0.001287752],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4047927,0.001263054,0.5624593,0.00222301,0.001165375,0.0003347999,0.000006463854,0.001890808,0.02586449],"genre_scores_gemma":[0.8915573,0.0004068217,0.1066743,0.0002333643,0.000971196,0.00002770497,0.00001257581,0.00007298127,0.00004381768],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8212399,"threshold_uncertainty_score":0.9997919,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2037936810","doi":"10.1016/j.osn.2005.06.003","title":"The threshold hop-limit effect in -cycles: Comparing hop- and circumference-limited design","year":2005,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Telus (Canada); University of Alberta","funders":"University of Alberta","keywords":"Hop (telecommunications); Limiting; Computer science; Circumference; Limit (mathematics); Path (computing); Telecommunications; Mathematics; Computer network; Geometry","retraction":null,"screen_n_in":null,"score":{"opus":0.01971634787650899,"gpt":0.232394943443648,"spread":0.212678595567139,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006111997,0.0002952695,0.0003685994,0.00007330581,0.0003128246,0.0002120784,0.0002170077,0.0001879952,9.78097e-7],"category_scores_gemma":[0.00007967254,0.000221246,0.00003733367,0.0002871532,0.0001483152,0.0001653615,0.0001684763,0.0008358946,0.000004148893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007405623,"about_ca_system_score_gemma":0.000004497793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002749062,"about_ca_topic_score_gemma":0.00004722486,"domain_scores_codex":[0.9983883,0.00004728312,0.0003358528,0.0003351417,0.0001594047,0.0007340304],"domain_scores_gemma":[0.9979131,0.00167221,0.00003208916,0.0002502675,0.00001005332,0.0001222596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005578184,0.00001314109,0.0120521,0.00003449857,0.00003972047,0.00001662722,0.0001471092,0.1937849,0.0007547949,0.004078953,0.00004884084,0.7889736],"study_design_scores_gemma":[0.0005133725,0.00007302754,0.003154004,0.0003171304,0.00002436055,0.00001658139,0.00006947378,0.9892185,0.0002363221,0.005281314,0.0007451766,0.0003507236],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8819762,0.01113308,0.1022,0.0004660147,0.0002459954,0.0003639967,1.951727e-7,0.0008054673,0.002809014],"genre_scores_gemma":[0.9823774,0.003209158,0.01400521,0.0000599111,0.0002694136,0.00003047962,8.240015e-7,0.00004276507,0.000004888555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7954336,"threshold_uncertainty_score":0.9022151,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2059923406","doi":"10.1016/j.osn.2006.10.001","title":"16000–64000 B pMTU experiments with simulation: The case for super jumbo frames at Supercomputing ’05","year":2006,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Interconnection Networks and Systems","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"Goddard Space Flight Center","keywords":"Supercomputer; InfiniBand; Myrinet; Computer science; Ethernet; Gigabit Ethernet; Parallel computing; Frame (networking); Router; Operating system; Computer network; Message passing","retraction":null,"screen_n_in":null,"score":{"opus":0.01936733858790054,"gpt":0.2568008255109164,"spread":0.2374334869230159,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005227554,0.0002004762,0.0002219669,0.00003308279,0.001369427,0.0005415786,0.0002260698,0.00009287228,0.000005200738],"category_scores_gemma":[0.000008599635,0.0001278311,0.00007366408,0.000168359,0.00004150813,0.0002308924,0.0001777034,0.000189092,0.000002779164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005404164,"about_ca_system_score_gemma":0.00001203953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000179834,"about_ca_topic_score_gemma":0.0001685853,"domain_scores_codex":[0.998529,0.00007613738,0.0003188526,0.0004461653,0.0001747567,0.0004550507],"domain_scores_gemma":[0.9986883,0.0008053067,0.00006874613,0.0002943079,0.00006060517,0.0000827817],"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":[0.0002332718,0.0002222884,0.01341298,0.0001071823,0.000237531,0.0009093159,0.007439776,0.6257511,0.000935159,0.1484133,0.004125237,0.1982128],"study_design_scores_gemma":[0.0004111622,0.00009998655,0.0001316455,0.00009927796,0.00001352626,0.0007898874,0.0001285012,0.987997,0.00008079608,0.0006336665,0.009392958,0.0002216241],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.413066,0.0004728053,0.5844231,0.0003990904,0.0005501021,0.0002143047,3.607526e-7,0.00009377919,0.0007804171],"genre_scores_gemma":[0.9892953,0.000003783735,0.008458805,0.0003656313,0.0016644,0.00002555047,0.000003065303,0.00001994858,0.000163541],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5762293,"threshold_uncertainty_score":0.9999307,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2031758437","doi":"10.1016/j.osn.2009.09.003","title":"Sparse-partial wavelength conversion: Converter placement and wavelength assignment","year":2010,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Optical Network Technologies","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Wavelength-division multiplexing; Wavelength; Blocking (statistics); Converters; Computer network; Electronic engineering; Optoelectronics; Materials science; Power (physics); Physics; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.009408704878251932,"gpt":0.2027949473210454,"spread":0.1933862424427935,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003154718,0.0002803704,0.0002973085,0.00005142426,0.0001960289,0.0001423122,0.0001297385,0.0002575493,0.00004651466],"category_scores_gemma":[0.00002427511,0.0002474884,0.00004008634,0.00009824249,0.0001424247,0.0001092673,0.0001835876,0.0008622945,0.00001743898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000325223,"about_ca_system_score_gemma":0.000007769169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003235501,"about_ca_topic_score_gemma":0.000005444917,"domain_scores_codex":[0.9985319,0.00001747005,0.0002799734,0.0003578496,0.0002136999,0.000599054],"domain_scores_gemma":[0.9992191,0.0002684927,0.00002943156,0.0002346827,0.00001517171,0.0002330983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006842856,0.00006667164,0.003806501,0.0001216966,0.0001746871,0.00006346231,0.000369078,0.0007556059,0.006773726,0.02324669,0.001073833,0.9634796],"study_design_scores_gemma":[0.0007190044,0.0001089304,0.0007394385,0.0001003708,0.00005696491,0.00004875055,0.0001348608,0.9785483,0.001406216,0.0006271066,0.01702779,0.000482233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836313,0.0003421485,0.009336615,0.0005104846,0.001597809,0.0002204139,0.000001199493,0.0007083509,0.003651709],"genre_scores_gemma":[0.988941,0.0005335186,0.009733695,0.0001272476,0.0005807298,0.00001387544,0.000002874447,0.0000405097,0.0000265597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9777927,"threshold_uncertainty_score":0.9999977,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2016603578","doi":"10.1016/j.osn.2012.06.001","title":"On identifying SRLG failures in all-optical networks","year":2012,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Distributed computing","retraction":null,"screen_n_in":null,"score":{"opus":0.02211039128742979,"gpt":0.259065911788943,"spread":0.2369555205015132,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004679133,0.000341979,0.0003792569,0.0001280711,0.0001244304,0.0001161044,0.0001989462,0.0003266322,0.000009823741],"category_scores_gemma":[0.0000898456,0.0003180314,0.00006622537,0.0003341105,0.00008820311,0.0002928505,0.0001669861,0.001183734,0.00002151533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001039157,"about_ca_system_score_gemma":0.000002914745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003779307,"about_ca_topic_score_gemma":0.00001689604,"domain_scores_codex":[0.9977358,0.00002923644,0.0004002854,0.000323803,0.0002245825,0.001286304],"domain_scores_gemma":[0.9986303,0.0007981292,0.00003031434,0.0002665069,0.000009733567,0.0002650315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006464836,0.0001106764,0.007732744,0.00006997158,0.00009270944,0.00006344829,0.0002510546,0.3458048,0.0008777265,0.1420526,0.0003067995,0.5025728],"study_design_scores_gemma":[0.0008531694,0.0001161267,0.006964822,0.0007827502,0.00006526736,0.00006139185,0.0001910486,0.9656469,0.0003029887,0.0176674,0.006127235,0.001220898],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6323374,0.009094479,0.3432498,0.0004106293,0.00180095,0.0003192654,4.66048e-7,0.001645063,0.011142],"genre_scores_gemma":[0.9782513,0.0008200896,0.0198326,0.0001900715,0.0007993871,0.00002439117,0.00000313642,0.00007007066,0.000008909268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6198421,"threshold_uncertainty_score":0.9999272,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2423961452","doi":"10.1016/j.osn.2016.06.003","title":"Resiliency versus energy sustainability in optical inter-datacenter networks","year":2016,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Sustainability; Energy (signal processing); Resilience (materials science); Computer network; Distributed computing; Environmental economics; Materials science; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.00808260142194458,"gpt":0.2274010946184577,"spread":0.2193184931965131,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003118635,0.0003152793,0.0003640429,0.00009869829,0.00009299786,0.00006941242,0.0002758847,0.0002895466,0.000009169022],"category_scores_gemma":[0.0002217927,0.0002341383,0.00006396826,0.0003238666,0.0002018196,0.000268371,0.000325116,0.0005033761,0.000003434655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002942802,"about_ca_system_score_gemma":0.00001096698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006966654,"about_ca_topic_score_gemma":0.00007267739,"domain_scores_codex":[0.9978648,0.00003879033,0.0004442619,0.000502654,0.0001583249,0.0009911646],"domain_scores_gemma":[0.9983293,0.001015259,0.00002865901,0.0004044379,0.00003252197,0.0001898431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002162411,0.00003734689,0.00280465,0.00002298706,0.00002709111,0.00006132626,0.00002514926,0.01583971,0.0001344089,0.04082878,0.0001179641,0.9398844],"study_design_scores_gemma":[0.004585276,0.000505708,0.004209072,0.001221312,0.00006509477,0.00004140548,0.0003192613,0.8980781,0.0003353119,0.05984602,0.02895005,0.001843338],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1402933,0.001722913,0.851141,0.00118525,0.001128289,0.0001676834,9.39668e-7,0.0009135659,0.003446983],"genre_scores_gemma":[0.9921816,0.001392043,0.005894319,0.00004312562,0.0003850557,0.00002650493,0.000001941128,0.00004978073,0.00002562863],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.938041,"threshold_uncertainty_score":0.9547883,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2059813058","doi":"10.1016/j.osn.2013.01.001","title":"Joint scheduling and virtual topology design for sliding periodic traffic","year":2013,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Network topology; Topology (electrical circuits); Logical topology; Heuristic; Scheduling (production processes); Distributed computing; Computer network; Mathematical optimization","retraction":null,"screen_n_in":null,"score":{"opus":0.02208615078011445,"gpt":0.2244369355132144,"spread":0.2023507847331,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025195,0.0002363113,0.0003246967,0.00006664616,0.0002883079,0.0001549668,0.00009233871,0.0002111714,0.000006209721],"category_scores_gemma":[0.00009748864,0.0002175002,0.0000434264,0.0001117261,0.00009819128,0.0001675429,0.00008922147,0.0003977233,0.000004732481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003561274,"about_ca_system_score_gemma":0.000005455262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001255778,"about_ca_topic_score_gemma":0.000001196833,"domain_scores_codex":[0.9986941,0.00001911414,0.0002789201,0.000312971,0.00007898415,0.0006159215],"domain_scores_gemma":[0.9990483,0.0006297459,0.00002770698,0.0001311149,0.00002058456,0.0001425436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001167581,0.00001053952,0.00008068588,0.00005234997,0.000046477,0.000004918875,0.000173212,0.2695777,0.0083598,0.01281144,0.00004891165,0.7088224],"study_design_scores_gemma":[0.000328342,0.0001513176,0.0001324442,0.0001244031,0.00002535397,0.00003172489,0.0002567986,0.9922538,0.0002777043,0.005766447,0.0003322356,0.0003193644],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4811994,0.001875394,0.5156648,0.0001772092,0.0002131535,0.0002486964,1.987371e-7,0.0004915057,0.0001296678],"genre_scores_gemma":[0.8044317,0.000512664,0.1945941,0.00005924794,0.0002880148,0.0000664373,0.000001037144,0.00004036139,0.000006455631],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7226762,"threshold_uncertainty_score":0.8869402,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2897802992","doi":"10.1016/j.osn.2018.10.001","title":"Software Defined Survivable Optical Interconnect for data centers","year":2018,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Software; Optical interconnect; Interconnection; Computer network; Telecommunications; Operating system","retraction":null,"screen_n_in":null,"score":{"opus":0.03261292077549514,"gpt":0.2606362895402444,"spread":0.2280233687647492,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00037173,0.0002700897,0.0003356354,0.00005463636,0.0002391021,0.0001308291,0.0004930361,0.0001952568,0.000008052626],"category_scores_gemma":[0.0003529796,0.0002481535,0.00004859336,0.000189054,0.0001783367,0.00024395,0.0004947538,0.0003692554,0.00001283746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004564441,"about_ca_system_score_gemma":0.000007637392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004167755,"about_ca_topic_score_gemma":0.00003420673,"domain_scores_codex":[0.9982595,0.00001267064,0.0003149526,0.00050781,0.0001321268,0.0007728811],"domain_scores_gemma":[0.9982389,0.0009442541,0.00002714182,0.0005897858,0.00003863929,0.0001612463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001056558,0.00003145581,0.001035142,0.0001008073,0.0001196025,0.0000106069,0.0000483662,0.001817218,0.001022876,0.01268976,0.001233363,0.9817851],"study_design_scores_gemma":[0.0006976528,0.0002481002,0.0001518624,0.0003540862,0.00007399832,0.00002922924,0.00007415962,0.953183,0.0005375366,0.0122611,0.03174768,0.0006416089],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06018076,0.001099706,0.9341954,0.0002522249,0.0009665648,0.0002393387,0.000007820478,0.001323596,0.001734565],"genre_scores_gemma":[0.6749748,0.0002565496,0.3237194,0.0001051412,0.0008212738,0.00001657986,0.00003009309,0.00006339115,0.00001279274],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9811435,"threshold_uncertainty_score":0.9999971,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2034184019","doi":"10.1016/j.osn.2008.02.001","title":"Path selection in user-controlled circuit-switched optical networks","year":2008,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Path (computing); Shortest path problem; Distributed computing; Multiplexing; Wavelength-division multiplexing; Selection (genetic algorithm); Resource allocation; Graph; Telecommunications; Theoretical computer science; Wavelength","retraction":null,"screen_n_in":null,"score":{"opus":0.01167763777547706,"gpt":0.2070531204017406,"spread":0.1953754826262635,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003825936,0.0003996706,0.0007214728,0.0001439114,0.0002511839,0.00007088735,0.0001963934,0.0004279968,0.000008518913],"category_scores_gemma":[0.0001090789,0.0003726804,0.0001079237,0.0006259177,0.0001220645,0.0002171356,0.0001056793,0.001264244,0.000007676865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000149393,"about_ca_system_score_gemma":0.00001551825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005697745,"about_ca_topic_score_gemma":0.00002804432,"domain_scores_codex":[0.9976205,0.00003934527,0.0005986404,0.0004798276,0.000242774,0.001018927],"domain_scores_gemma":[0.9988834,0.0006386627,0.00004902005,0.0001924569,0.00002805034,0.0002084016],"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":[0.0003705607,0.0001498547,0.02396816,0.00007199901,0.0001636713,0.0003293442,0.0002430363,0.6704537,0.003461665,0.02163623,0.0001647065,0.2789871],"study_design_scores_gemma":[0.002346369,0.00009064425,0.005595595,0.0001866012,0.00003311384,0.0001438848,0.00004351231,0.9877436,0.00007129741,0.002756353,0.0004392837,0.0005497892],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5665129,0.002306276,0.4241822,0.00009034794,0.0004241605,0.0003790674,2.215599e-7,0.001283048,0.004821796],"genre_scores_gemma":[0.9788663,0.001994014,0.01824762,0.0000836901,0.0006412733,0.00006401382,0.000002544974,0.00007734802,0.00002323022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4123534,"threshold_uncertainty_score":0.9998725,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2049097176","doi":"10.1016/j.osn.2012.06.002","title":"Inter group shared protection (I-GSP) for survivable WDM mesh networks","year":2012,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Scalability; Integer programming; Path protection; Computer network; Wavelength-division multiplexing; Routing (electronic design automation); Routing and wavelength assignment; Linear programming; Distributed computing; Path (computing); Integer (computer science); Mesh networking; Mathematical optimization; Wavelength; Telecommunications; Algorithm; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.01910153738067704,"gpt":0.2269378189070901,"spread":0.2078362815264131,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004619271,0.0002768665,0.0003102703,0.00005765409,0.0002335686,0.000112335,0.0001463547,0.0002809577,0.000007252099],"category_scores_gemma":[0.000059916,0.0002546862,0.00007964725,0.000224839,0.0000514552,0.0003668139,0.0001224238,0.0005608639,0.000005338612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007462138,"about_ca_system_score_gemma":0.000002011798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004057611,"about_ca_topic_score_gemma":0.000007639934,"domain_scores_codex":[0.998331,0.0000203248,0.0003043723,0.0002717366,0.0001128973,0.0009596546],"domain_scores_gemma":[0.9992314,0.0003114173,0.00003872841,0.0002157515,0.00002265409,0.0001800574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001129697,0.00006687658,0.003524987,0.0001595546,0.0001416599,0.000002937291,0.0001242409,0.03573576,0.001552767,0.02200204,0.0005437689,0.9360324],"study_design_scores_gemma":[0.0004004825,0.00009192891,0.0004831859,0.0002156649,0.00004340638,0.00001629349,0.00007124035,0.9794387,0.0001089227,0.003364964,0.01527845,0.0004867449],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03159155,0.002188027,0.9620205,0.00009717511,0.001185216,0.0004696606,0.000001165734,0.001160321,0.001286428],"genre_scores_gemma":[0.951432,0.0003323538,0.04627855,0.0000624411,0.001618365,0.0001662289,0.000009955114,0.00007717693,0.00002287265],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9437029,"threshold_uncertainty_score":0.9999905,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2610567919","doi":"10.1016/j.osn.2017.05.001","title":"Sandwich Tree: A new datacenter network based on passive optical devices","year":2017,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Tree (set theory); Computer network; Telecommunications","retraction":null,"screen_n_in":null,"score":{"opus":0.01974340601404888,"gpt":0.2560501145235399,"spread":0.236306708509491,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0005250685,0.0002643694,0.0002938679,0.0000464157,0.001329596,0.001646576,0.001171277,0.00009985532,0.000003831025],"category_scores_gemma":[0.00005614266,0.0002082149,0.00009239915,0.0001099412,0.00005911568,0.00007149496,0.001046331,0.0004131085,0.00001740694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003024805,"about_ca_system_score_gemma":0.00003317631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004327484,"about_ca_topic_score_gemma":0.00004750475,"domain_scores_codex":[0.9979072,0.00006082826,0.0002646809,0.0007026974,0.000374116,0.0006904704],"domain_scores_gemma":[0.9980345,0.000405862,0.0001588366,0.001036855,0.00001997501,0.0003439094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000368147,0.00005796566,0.003727559,0.00001434305,0.00003969589,0.00007967126,0.00009116094,0.01330459,0.000007759291,0.01553933,0.002291524,0.9648096],"study_design_scores_gemma":[0.0007358711,0.0001411718,0.01338325,0.0004527627,0.00003015196,0.000009374114,0.000009665454,0.9578815,0.00001290669,0.001301803,0.02571688,0.0003246914],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08753978,0.0004404491,0.8520633,0.01892284,0.002025071,0.0002860886,3.547177e-7,0.0003565547,0.03836556],"genre_scores_gemma":[0.9652675,0.00001293825,0.0301518,0.002211962,0.002152886,0.000003942626,0.000001366441,0.00001802629,0.0001796251],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9644849,"threshold_uncertainty_score":0.9999706,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2159200357","doi":"10.1016/j.osn.2007.09.002","title":"Algorithms for the global design of WDM networks including the traffic grooming","year":2007,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Traffic grooming; Computer science; Heuristic; Wavelength-division multiplexing; Tabu search; Node (physics); Network topology; Computer network; Routing (electronic design automation); Topology (electrical circuits); Distributed computing; Metaheuristic; Set (abstract data type); Algorithm; Mathematics; Wavelength","retraction":null,"screen_n_in":null,"score":{"opus":0.03480953123892663,"gpt":0.2738892268364651,"spread":0.2390796955975385,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001438428,0.0002355468,0.0002745005,0.00002570741,0.0004801987,0.00007035817,0.0003454621,0.0001830823,9.474282e-7],"category_scores_gemma":[0.0001045404,0.000144917,0.00008570213,0.0003971812,0.0001738517,0.00008071825,0.000145357,0.0004744056,3.429473e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007453853,"about_ca_system_score_gemma":0.00000602049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002728241,"about_ca_topic_score_gemma":0.00001350689,"domain_scores_codex":[0.9984555,0.00002116507,0.0004058972,0.0002293766,0.0001679947,0.0007200366],"domain_scores_gemma":[0.9959128,0.003668101,0.00006317025,0.0002514614,0.00002859991,0.00007587871],"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":[0.00002505284,0.000004576008,0.00008292353,0.00001022714,0.00004114666,0.000001968752,0.00003945237,0.5373319,0.00003478533,0.004066119,0.00002176407,0.4583401],"study_design_scores_gemma":[0.000222852,0.00005092894,0.0002243415,0.0001112054,0.00006272163,0.00001887387,0.0002355657,0.9925876,0.00004372999,0.004932831,0.001318288,0.0001910385],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01574871,0.007830575,0.9746232,0.0002020712,0.0006246764,0.0003989401,6.419878e-7,0.0003584175,0.0002127965],"genre_scores_gemma":[0.902447,0.000796609,0.09589779,0.00006429465,0.0007347184,0.000022474,7.958106e-7,0.00003435069,0.000001904236],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8866984,"threshold_uncertainty_score":0.5909544,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1962126184","doi":"10.1016/j.osn.2015.10.003","title":"Design of efficient node p-cycles in WDM mesh networks","year":2015,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Node (physics); Spare part; Scalability; Computer science; Computer network; Path (computing); Distributed computing; Topology (electrical circuits); Mathematics; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.02350848915189693,"gpt":0.2348060951592669,"spread":0.21129760600737,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000494981,0.0002037595,0.0003429298,0.00008457652,0.0000411943,0.00003040898,0.0001608185,0.0001868012,0.000001206386],"category_scores_gemma":[0.00006561347,0.0001877719,0.00003069155,0.0003508783,0.00008583567,0.00005917601,0.0001192951,0.0004594527,0.000001917682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000631052,"about_ca_system_score_gemma":0.000008356511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005242986,"about_ca_topic_score_gemma":0.000004587252,"domain_scores_codex":[0.9986894,0.00003276,0.0003588127,0.000232109,0.0001675927,0.0005194005],"domain_scores_gemma":[0.9991947,0.000414161,0.00003650901,0.0001980994,0.00002178355,0.0001346773],"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":[0.00002684561,0.00001798337,0.0007849263,0.0000132896,0.00001182208,0.00001312821,0.00008414631,0.9242781,0.0001952001,0.001879079,0.000033263,0.07266217],"study_design_scores_gemma":[0.0003599658,0.0000426656,0.0002735939,0.0002030138,0.00001163792,0.000007758238,0.00008194521,0.9961022,0.0001137178,0.002486068,0.0001015781,0.0002159162],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1649778,0.003303819,0.8296237,0.00006644722,0.0003236401,0.0001529646,1.821536e-7,0.0003753401,0.001176125],"genre_scores_gemma":[0.9265113,0.000482874,0.07279104,0.00002297415,0.0001434164,0.00001080366,8.900447e-7,0.00003445649,0.000002259166],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7615335,"threshold_uncertainty_score":0.7657118,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1979920255","doi":"10.1016/j.osn.2006.11.001","title":"Analysis of fair rate calculations in resilient packet ring aggressive mode","year":2006,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Power Line Communications and Noise","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Computer network; Network packet; Node (physics); Network congestion; Upstream (networking); Throughput; Fairness measure; Wireless; Telecommunications","retraction":null,"screen_n_in":null,"score":{"opus":0.008264320572723924,"gpt":0.2418755392681753,"spread":0.2336112186954513,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002016985,0.00009253202,0.0002126813,0.0001940773,0.00007084642,0.00002539284,0.00008189621,0.00004917753,0.000002682224],"category_scores_gemma":[0.00001479089,0.0000898036,0.00005758726,0.0005885519,0.00001979189,0.00005505679,0.00004972017,0.000165553,4.88835e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002865467,"about_ca_system_score_gemma":0.000004580122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001931375,"about_ca_topic_score_gemma":0.0007753948,"domain_scores_codex":[0.9993159,0.00003303119,0.0002795125,0.0001180844,0.00006675451,0.0001866854],"domain_scores_gemma":[0.9994878,0.0001977903,0.0000493383,0.0002088545,0.00001564233,0.00004057209],"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":[0.000005692405,0.00002538703,0.02578639,0.00001040783,0.00008542434,0.000004206559,0.0001444639,0.9597237,0.001451711,0.002768759,0.00001398586,0.009979878],"study_design_scores_gemma":[0.0001269873,0.00000435641,0.07187048,0.00009665578,0.0001014743,6.549374e-7,0.00001969742,0.9268624,0.0001136903,0.000550931,0.0001528649,0.00009986144],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728298,0.001584734,0.02137837,0.00004947412,0.00005279886,0.00004832336,0.000002454559,0.00005130676,0.004002806],"genre_scores_gemma":[0.9981625,0.0002628556,0.001474592,0.000007300998,0.00005030228,0.000005855007,0.00001632298,0.00001107918,0.00000919716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04608408,"threshold_uncertainty_score":0.3662085,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2166476129","doi":"10.1016/j.osn.2011.05.002","title":"Multicast capacity of optical ring network with hotspot traffic: The bi-directional WDM packet ring","year":2011,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Multicast; Hotspot (geology); Source-specific multicast; Xcast; Link state packet; Network packet; Shortest path problem","retraction":null,"screen_n_in":null,"score":{"opus":0.0248736146350292,"gpt":0.2082739822292683,"spread":0.1834003675942391,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004725825,0.0003758181,0.0004612964,0.00006190703,0.0003466623,0.00006088164,0.0002875456,0.0002252619,0.0000118311],"category_scores_gemma":[0.00006320781,0.0002622448,0.00008923541,0.0004641366,0.000421992,0.0001700066,0.0001592611,0.001011025,0.000004017696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005351445,"about_ca_system_score_gemma":0.0000100928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001065645,"about_ca_topic_score_gemma":0.00007090417,"domain_scores_codex":[0.9979286,0.00003768367,0.0004575879,0.0003985433,0.000298991,0.0008786349],"domain_scores_gemma":[0.9986177,0.0007237406,0.00007402569,0.0003556165,0.00004708466,0.0001818341],"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":[0.0002844532,0.0001332055,0.005753505,0.000147558,0.000411565,0.0000521441,0.000968935,0.5789523,0.001642535,0.04089942,0.000053825,0.3707006],"study_design_scores_gemma":[0.00112367,0.0003647208,0.01642192,0.001094411,0.0002424627,0.0002581906,0.0004709393,0.9699873,0.002575082,0.005264419,0.001006523,0.001190353],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8769146,0.000865549,0.1127476,0.00007431393,0.0004503629,0.0002389574,0.000001209397,0.0008394627,0.007867944],"genre_scores_gemma":[0.8718625,0.0002439734,0.1272653,0.00002912411,0.0005071395,0.00002242134,0.000001131096,0.00006295258,0.000005436756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.391035,"threshold_uncertainty_score":0.999983,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2054701599","doi":"10.1016/j.osn.2012.08.003","title":"Advances in optical networks control and management","year":2012,"lang":"en","type":"article","venue":"Optical Switching and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science; Control (management); Computer network; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.005263601375345019,"gpt":0.2132772719895158,"spread":0.2080136706141708,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003121901,0.0002389233,0.0003044192,0.00007164166,0.00009365413,0.00005568566,0.00009887246,0.0001638315,0.000001870114],"category_scores_gemma":[0.00001605026,0.0002181991,0.00002767808,0.0002096755,0.0000986017,0.0003366682,0.0001185508,0.000499949,0.000002720699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004147762,"about_ca_system_score_gemma":9.243643e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.597457e-7,"about_ca_topic_score_gemma":0.000004258342,"domain_scores_codex":[0.998495,0.00001707635,0.0002756962,0.0002385814,0.0001215518,0.0008520515],"domain_scores_gemma":[0.9992949,0.0003349386,0.00001966,0.000150158,0.000005940976,0.0001944164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002639205,0.00002401931,0.01320386,0.00006563235,0.00002357522,0.00001964974,0.0000372899,0.06839487,0.00002948089,0.04673443,0.0000129976,0.8714278],"study_design_scores_gemma":[0.001113433,0.00005396831,0.01557218,0.0003995808,0.00005820897,0.00004470636,0.0001381719,0.9644535,0.00001197581,0.005361369,0.0121591,0.0006338591],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1018119,0.07595157,0.7944179,0.0002553521,0.0009572124,0.0004627794,6.535635e-7,0.0009944505,0.02514825],"genre_scores_gemma":[0.9482313,0.02382886,0.02737851,0.00008848915,0.000401374,0.00003142273,0.000001083997,0.00003490528,0.000003986856],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8960586,"threshold_uncertainty_score":0.88979,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W59551534","doi":"10.1016/j.osn.2011.06.007","title":"Guest editorial","year":2011,"lang":"en","type":"editorial","venue":"Optical Switching and Networking","topic":"Human auditory perception and evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.01373448829441206,"gpt":0.2339121041362559,"spread":0.2201776158418438,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005695747,0.000334162,0.0003582094,0.0000780543,0.0001859708,0.0001753016,0.0001528383,0.001042832,0.0003860407],"category_scores_gemma":[0.00008499094,0.0003330603,0.00007980625,0.00006974928,0.00003603731,0.0001051748,0.00005933673,0.001419358,0.0007406011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009495649,"about_ca_system_score_gemma":0.00003208734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003318654,"about_ca_topic_score_gemma":0.00002135935,"domain_scores_codex":[0.9983277,0.00004163566,0.0003369674,0.0003319387,0.0005616914,0.0004001026],"domain_scores_gemma":[0.9991883,0.0003069559,0.00005339853,0.0002046165,0.0000657866,0.0001809264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001128026,0.000007378703,0.000003276877,0.00006292779,0.00003325154,0.000002487035,0.0001956734,0.00008496075,0.00006586433,0.000005352969,0.9889155,0.01061203],"study_design_scores_gemma":[0.0002487037,0.00003432862,0.00001272968,0.0002253946,0.00007100272,9.503162e-7,0.000009218596,0.003470648,0.000004196118,0.0001904059,0.9953434,0.0003889453],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0002289582,0.0004475033,0.0007315721,0.000005654157,0.9857419,0.00009220702,0.000004075561,0.0004458602,0.01230233],"genre_scores_gemma":[0.00144056,0.001078064,0.0001697327,0.000009646244,0.9968125,0.00001562924,0.00009833057,0.00009573185,0.000279828],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0120225,"threshold_uncertainty_score":0.9999121,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}