{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"c50493e4ed61","filters":{"venue":"Communication Systems and Networks"}},"results":[{"id":"W43611537","doi":"","title":"On the design of bandwidth efficient signalling for indoor wireless optical channels: Research Articles","year":2005,"lang":"en","type":"article","venue":"Communication Systems and Networks","topic":"Optical Wireless Communication Technologies","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Optical wireless; Computer science; Bandwidth (computing); Wireless; Multipath propagation; Electronic engineering; Optical wireless communications; Channel (broadcasting); Telecommunications; Computer network; Engineering","authors":[{"name":"Steve Hranilovic","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0933424074821056,"gpt":0.2961359550405041,"spread":0.2027935475583985,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002181073,0.0001090201,0.0001982897,0.00009548902,0.000284143,0.00008900859,0.0006848882,0.0001405772,0.000002882009],"category_scores_gemma":[0.0001536295,0.00007973365,0.00003205166,0.0002853076,0.0002808264,0.0000435107,0.0001683962,0.0004124293,0.000004433537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004734338,"about_ca_system_score_gemma":0.000008751209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000466921,"about_ca_topic_score_gemma":0.000002140564,"domain_scores_codex":[0.9988088,0.0002796678,0.0003679665,0.0001167645,0.0001817434,0.000245039],"domain_scores_gemma":[0.9939111,0.004891101,0.00005773745,0.0009142235,0.0001816309,0.00004416669],"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":[0.00002164397,0.00004346351,0.000006570637,0.00002463101,0.00002432689,3.662756e-8,0.0002280586,0.8110482,0.0005630563,0.1700093,0.000508235,0.01752248],"study_design_scores_gemma":[0.0001884434,0.00005611798,0.00001871265,0.0002212052,0.000004749144,9.34088e-7,0.0005610422,0.994316,0.003345237,0.0005385752,0.0006616244,0.00008736025],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2789274,0.02023944,0.6963612,0.001877618,0.00008987703,0.001501023,0.000003238996,0.0003155457,0.0006845776],"genre_scores_gemma":[0.9942928,0.002093052,0.003137545,0.0000139094,0.00003827377,0.0003826313,0.000003167324,0.00002374756,0.00001490689],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7153654,"threshold_uncertainty_score":0.3251444,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W111707453","doi":"","title":"Networked intelligent control system using smart MCC & LonWorks/Ethernet server for operating multi-induction motor of industrial field","year":2007,"lang":"en","type":"article","venue":"Communication Systems and Networks","topic":"Psychiatry, Mental Health, Neuroscience","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"LonWorks; Industrial Ethernet; Ethernet; Computer science; Computer network; Embedded system; Carrier Ethernet; Control (management)","authors":[{"name":"Won Pyo Hong","is_ca":false},{"name":"W.G. Dunford","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08805924127926232,"gpt":0.3189708928509035,"spread":0.2309116515716411,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003076671,0.0001715997,0.0003192044,0.00008932211,0.000441396,0.0001495596,0.000768762,0.0002318912,4.735911e-7],"category_scores_gemma":[0.0000499108,0.0001622621,0.00006465935,0.0003744772,0.00005985997,0.00038195,0.0001898464,0.0003045874,5.182898e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000134841,"about_ca_system_score_gemma":0.00006602993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005069686,"about_ca_topic_score_gemma":0.00006208289,"domain_scores_codex":[0.9978655,0.0004063637,0.0008080277,0.0003134152,0.0002083941,0.0003982988],"domain_scores_gemma":[0.997641,0.0006539562,0.0005347278,0.0008784432,0.0001347908,0.0001570789],"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":[0.00130529,0.001591051,0.1995621,0.00172295,0.0003902803,0.00000643545,0.008315919,0.4463136,0.005277534,0.1099456,0.003621247,0.2219481],"study_design_scores_gemma":[0.0008599908,0.0001552981,0.0005992549,0.0005614651,0.00001043687,0.00002803792,0.000564474,0.9962401,0.0001670142,0.000005212732,0.0006501626,0.0001585955],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0957621,0.004351673,0.89523,0.00006712375,0.003226126,0.001238282,0.000002750179,0.00006898183,0.00005298396],"genre_scores_gemma":[0.9888716,0.0001067117,0.0103765,0.0001518162,0.0004016439,0.00004595316,0.000004074026,0.00001522996,0.00002646705],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8931095,"threshold_uncertainty_score":0.6616858,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W81760815","doi":"","title":"A bit-serial word-parallel finite field multiplier using redundant basis in F 2 M","year":2007,"lang":"en","type":"article","venue":"Communication Systems and Networks","topic":"Coding theory and cryptography","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Multiplier (economics); Computer science; Finite field; Basis (linear algebra); Word (group theory); Parallel architecture; Arithmetic; Bit (key); Architecture; Parallel computing; Word length; Algorithm; Mathematics; Discrete mathematics","authors":[{"name":"Ashkan Hosseinzadeh Namin","is_ca":true},{"name":"Huapeng Wu","is_ca":true},{"name":"Majid Ahmadi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03002373273177788,"gpt":0.2716742679876745,"spread":0.2416505352558966,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001510925,0.000108783,0.000172422,0.0001576585,0.0002248274,0.0001835082,0.0006253908,0.0001168401,0.000003263506],"category_scores_gemma":[0.00003059951,0.0001049316,0.00004468817,0.0005197359,0.00004703956,0.0002227787,0.0003284799,0.0002216,0.000001522146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000220883,"about_ca_system_score_gemma":0.00001316113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002015375,"about_ca_topic_score_gemma":0.0001378632,"domain_scores_codex":[0.9989036,0.0002171028,0.0003496572,0.0002062984,0.00009384855,0.0002294673],"domain_scores_gemma":[0.9981976,0.0006920368,0.0001299452,0.0008708333,0.00004087012,0.000068739],"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":[0.0006386846,0.0004057064,0.03607842,0.00009552552,0.0001365134,0.00003509786,0.0130349,0.1407715,0.0006777215,0.5002974,0.001316671,0.3065118],"study_design_scores_gemma":[0.0007702545,0.00004976307,0.005325925,0.0003439033,0.000007212439,0.00001974691,0.000345189,0.9834328,0.00002817416,0.001629839,0.007763701,0.0002834929],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1266748,0.004587792,0.8668621,0.0001474186,0.0004139,0.0002160145,4.064814e-7,0.00007435262,0.00102327],"genre_scores_gemma":[0.984889,0.0003512699,0.01448119,0.0001336761,0.00008954575,0.00001165147,0.00000213359,0.000006739912,0.00003475723],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8582142,"threshold_uncertainty_score":0.4278988,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}