{"meta":{"query_hash":"a1615b952604","filters":{"venue":"Nano Communication Networks"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/a1615b952604","api":"https://metacan.xera.ac/api/v1/cohort?venue=Nano+Communication+Networks"},"results":[{"id":"W2086949446","doi":"10.1016/j.nancom.2013.04.001","title":"Molecular communication via microtubules and physical contact in nanonetworks: A survey","year":2013,"lang":"en","type":"article","venue":"Nano Communication Networks","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Molecular communication; Computer science; Simple (philosophy); Field (mathematics); Focus (optics); Human–computer interaction; Telecommunications; Physics; Channel (broadcasting)","score_opus":0.0072499472051217794,"score_gpt":0.2116035759438047,"score_spread":0.2043536287386829,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086949446","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013801422,0.93771803,0.017643899,0.0011551095,0.0002612925,0.000033083666,0.00011930895,0.000058531266,0.02920926],"genre_scores_gemma":[0.044175833,0.94841087,0.0033533804,0.00021693546,0.00041123637,0.00003495989,0.000120894976,0.000010020867,0.003265866],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997633,0.00003777868,0.000020030704,0.00006711029,0.00007795992,0.00003381331],"domain_scores_gemma":[0.9994286,0.00035820305,0.00008298854,0.000029631221,0.00006863843,0.000031894062],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036958224,0.0005860505,0.0009279171,0.0022350024,0.0006741963,0.0018656062,0.0007731281,0.0011847059,0.002144616],"category_scores_gemma":[0.0008017775,0.00044242444,0.0003646375,0.0036597752,0.0010637617,0.0032929794,0.0007976959,0.0008497921,0.0006847003],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013856789,0.00024400688,0.002792519,0.0109754065,0.00014454918,0.00047430236,0.00050717924,0.0153414495,0.008753967,0.23703322,0.0106074475,0.71298736],"study_design_scores_gemma":[0.000029703955,0.00028031284,0.004049958,0.0025275697,0.00013045744,0.0023814947,0.00072270364,0.01736455,0.008285147,0.19904721,0.7650644,0.00011652782],"about_ca_topic_score_codex":0.0011442967,"about_ca_topic_score_gemma":0.0009262705,"teacher_disagreement_score":0.0022350024,"about_ca_system_score_codex":0.0009079311,"about_ca_system_score_gemma":0.00077614764,"threshold_uncertainty_score":0.0071744323},"labels":[],"label_agreement":null},{"id":"W2093287389","doi":"10.1016/j.nancom.2011.01.001","title":"On the characterization of binary concentration-encoded molecular communication in nanonetworks","year":2010,"lang":"en","type":"article","venue":"Nano Communication Networks","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":193,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Molecular communication; Transmission (telecommunications); Unicast; Context (archaeology); Transmitter; Modulation (music); Binary number; SIGNAL (programming language); Channel (broadcasting); Computer science; Diffusion; Electronic engineering; Biological system; Materials science; Telecommunications; Physics; Mathematics; Computer network; Multicast; Acoustics; Engineering; Biology","score_opus":0.005765786696224564,"score_gpt":0.20174192484067124,"score_spread":0.19597613814444667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093287389","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8903104,0.0006467753,0.09108931,0.00058338686,0.000093904484,0.000084753876,0.0002582441,0.0002637814,0.016669348],"genre_scores_gemma":[0.99139637,0.00015239182,0.0069186026,0.000050750186,0.000012196236,0.000016329537,0.00006824646,0.000016172216,0.0013688933],"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99959177,0.000064225285,0.0000142587405,0.000070804366,0.00020355392,0.000055396446],"domain_scores_gemma":[0.9980551,0.0010524063,0.00032180265,0.00019329392,0.00028523026,0.000092191505],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043755228,0.00023065928,0.00024538726,0.00054047606,0.0004094123,0.0007053078,0.00067726005,0.00056822755,0.0016169047],"category_scores_gemma":[0.0034638285,0.00015487289,0.000082612176,0.00041655882,0.001102084,0.0013868832,0.0004999552,0.00059238524,0.00021486501],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006466806,0.0002509057,0.0021002106,0.0002715008,0.00001725141,0.000282419,0.0003094217,0.0510644,0.75785285,0.15847012,0.0010508039,0.027683467],"study_design_scores_gemma":[0.000023210749,0.00012016838,0.002216373,0.000021041116,0.0000076070824,0.00030273473,0.000067804285,0.6953852,0.287525,0.012741053,0.0015385778,0.000051145355],"about_ca_topic_score_codex":0.0008884151,"about_ca_topic_score_gemma":0.00060850324,"teacher_disagreement_score":0.0016169047,"about_ca_system_score_codex":0.0009047614,"about_ca_system_score_gemma":0.00032412083,"threshold_uncertainty_score":0.0065645576},"labels":[],"label_agreement":null},{"id":"W2560434570","doi":"10.1016/j.nancom.2017.02.002","title":"Simulating with AcCoRD: Actor-based Communication via Reaction–Diffusion","year":2017,"lang":"en","type":"article","venue":"Nano Communication Networks","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal; University of British Columbia; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mesoscopic physics; Solver; Scalability; Process (computing); Sandbox (software development); Documentation; Bounded function; Level of detail; Source code","score_opus":0.013686230659953015,"score_gpt":0.24053416019360832,"score_spread":0.22684792953365532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2560434570","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13337554,0.00016268944,0.84915674,0.00084322883,0.00023212556,0.00011814831,0.00015224225,0.0014031971,0.01455614],"genre_scores_gemma":[0.8989725,0.000103090686,0.09583001,0.00014604208,0.00004224846,0.00013385557,0.00010564074,0.00013327421,0.0045334063],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922526,0.0003937051,0.00003460961,0.0001428411,0.00012985952,0.000073669384],"domain_scores_gemma":[0.9960075,0.003051533,0.00020243463,0.00037072212,0.00018712255,0.00018076636],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001502096,0.0007377322,0.0010541365,0.00048335557,0.00084014254,0.0014790271,0.0017659359,0.0021853466,0.0054489262],"category_scores_gemma":[0.0065168873,0.00064567203,0.0010007137,0.00046726567,0.0016064125,0.0019845795,0.0016119857,0.0017802124,0.0005438179],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009415797,0.00005732808,0.00050154957,0.00003240665,0.000028279008,0.00006365089,0.00008921324,0.9709632,0.00091729045,0.022733007,0.00034341912,0.004176508],"study_design_scores_gemma":[0.000014493705,0.000007983951,0.000017603004,0.0000013041523,0.0000045809384,0.000005115628,0.00000513006,0.9949831,0.0002572584,0.0045061028,0.00019408258,0.0000032185283],"about_ca_topic_score_codex":0.0049495897,"about_ca_topic_score_gemma":0.0030540468,"teacher_disagreement_score":0.0054489262,"about_ca_system_score_codex":0.0007939795,"about_ca_system_score_gemma":0.00093469897,"threshold_uncertainty_score":0.01822853},"labels":[],"label_agreement":null},{"id":"W4321793958","doi":"10.1016/j.nancom.2023.100442","title":"A nano-scale n-bit ripple carry adder using an optimized XOR gate and quantum-dots technology with diminished cells and power dissipation","year":2023,"lang":"en","type":"article","venue":"Nano Communication Networks","topic":"Quantum-Dot Cellular Automata","field":"Computer Science","cited_by":53,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Adder; Carry-save adder; Computer science; Quantum dot cellular automaton; Electronic engineering; Electronic circuit; XOR gate; Serial binary adder; Logic gate; CMOS; Arithmetic; Mathematics; Electrical engineering; Algorithm; Engineering","score_opus":0.016900214100159298,"score_gpt":0.25164831706279345,"score_spread":0.23474810296263415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321793958","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8466885,0.0015769058,0.11921868,0.0017028423,0.00082150806,0.00016197261,0.0006823524,0.0023318296,0.026815414],"genre_scores_gemma":[0.9001929,0.00033012134,0.092176795,0.00018185467,0.000038518814,0.00004519845,0.0001503159,0.000036316655,0.0068478715],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999361,0.000004572609,0.000003755824,0.00001779702,0.000029822791,0.000007919877],"domain_scores_gemma":[0.9999454,0.000008857759,0.000009583589,0.000011696995,0.000015222679,0.000009256623],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006825987,0.000162639,0.00027760954,0.00012634319,0.0002897509,0.00046773517,0.000693272,0.00044071279,0.001003764],"category_scores_gemma":[0.00010378422,0.00014327449,0.00015739843,0.00023835234,0.00015412716,0.0005436663,0.00017100986,0.00017765685,0.00028180075],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020505523,0.00017165176,0.00055748137,0.00015945901,0.00004840635,0.00035012866,0.00003783866,0.0070515815,0.9438252,0.012035129,0.0031659782,0.03239208],"study_design_scores_gemma":[0.00010263107,0.0005999193,0.0018095517,0.00001515004,0.00011059072,0.0006501917,0.00003003839,0.13560632,0.8361931,0.0024751334,0.022338627,0.000068674286],"about_ca_topic_score_codex":0.0007172825,"about_ca_topic_score_gemma":0.0024303717,"teacher_disagreement_score":0.001003764,"about_ca_system_score_codex":0.00035638394,"about_ca_system_score_gemma":0.0004125145,"threshold_uncertainty_score":0.0033579469},"labels":[],"label_agreement":null},{"id":"W4400142750","doi":"10.1016/j.nancom.2024.100525","title":"Quad-functioning parity layout for nanocomputing: A QCA design","year":2024,"lang":"en","type":"article","venue":"Nano Communication Networks","topic":"Quantum-Dot Cellular Automata","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Parity (physics); Computer science; Physics","score_opus":0.03751772191470136,"score_gpt":0.2782281770635933,"score_spread":0.24071045514889194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400142750","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28897303,0.0013166581,0.63615876,0.004274602,0.001125515,0.00028421904,0.0010503182,0.0029420252,0.063874766],"genre_scores_gemma":[0.77661884,0.00023110736,0.21545553,0.0003325211,0.0000435191,0.00016070825,0.00012643076,0.00018343204,0.0068479297],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998528,0.000026723512,0.000007652005,0.00003654734,0.000052804877,0.000023524228],"domain_scores_gemma":[0.9996137,0.000060517435,0.00003830202,0.00007888921,0.00015827687,0.000050449285],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020408051,0.00024965158,0.00032825177,0.00033564103,0.00076346326,0.0011037681,0.0008612436,0.0006386501,0.0046801097],"category_scores_gemma":[0.0007090332,0.00020875507,0.00019959472,0.00037379758,0.0004511502,0.00076586026,0.0004642272,0.00041086596,0.0011306588],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000499375,0.00029263453,0.0011870363,0.00041834812,0.000061732186,0.0002997562,0.00021749861,0.06329914,0.41462523,0.43057325,0.012818941,0.075707115],"study_design_scores_gemma":[0.00015419256,0.0005003432,0.00057408115,0.000060522136,0.00004225936,0.00033345004,0.000086053515,0.7361377,0.16682774,0.06444598,0.030754156,0.00008353791],"about_ca_topic_score_codex":0.0015485118,"about_ca_topic_score_gemma":0.0022471864,"teacher_disagreement_score":0.0046801097,"about_ca_system_score_codex":0.0012379333,"about_ca_system_score_gemma":0.0010754828,"threshold_uncertainty_score":0.015656471},"labels":[],"label_agreement":null},{"id":"W4400364008","doi":"10.1016/j.nancom.2024.100526","title":"Probability-based mapping approach for an application-aware networks-on-chip architectures","year":2024,"lang":"en","type":"article","venue":"Nano Communication Networks","topic":"Interconnection Networks and Systems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Chip; Distributed computing; Telecommunications","score_opus":0.04496609206672779,"score_gpt":0.27246645172448286,"score_spread":0.22750035965775506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400364008","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016189877,0.0002460116,0.98087823,0.00008591271,0.000032006144,0.0000421502,0.00002304391,0.00040617355,0.002096535],"genre_scores_gemma":[0.6267411,0.00047792183,0.3686041,0.00010579105,0.000048877995,0.00016447988,0.00011493983,0.00009587714,0.003647004],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99959975,0.000121764126,0.000019308207,0.000066566674,0.00015699056,0.000035715282],"domain_scores_gemma":[0.9996588,0.00012517453,0.00004091205,0.000058994094,0.000096697484,0.000019513313],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037905847,0.0005463975,0.00029893528,0.0006865367,0.00038601097,0.00052187976,0.00078607065,0.00034726635,0.001658786],"category_scores_gemma":[0.0013097915,0.000224711,0.0003281604,0.0005445482,0.00022254384,0.00090313004,0.0005764675,0.00039367503,0.0003064595],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007793898,0.00010158811,0.0013171685,0.00013110894,0.00006172511,0.00020096499,0.00010171811,0.6674841,0.023440816,0.034373138,0.0022594964,0.27045017],"study_design_scores_gemma":[0.0000045097645,0.00004121404,0.000286348,0.0000040320388,0.000012426259,0.000076173004,0.000017496064,0.9848172,0.002962888,0.009618946,0.0021512844,0.000007494118],"about_ca_topic_score_codex":0.0013249776,"about_ca_topic_score_gemma":0.0018983524,"teacher_disagreement_score":0.001658786,"about_ca_system_score_codex":0.00044853552,"about_ca_system_score_gemma":0.00076466025,"threshold_uncertainty_score":0.005549252},"labels":[],"label_agreement":null},{"id":"W4402975247","doi":"10.1016/j.nancom.2024.100546","title":"End-to-end synaptic molecular communication with astrocytic feedback and generic three-state receptors","year":2024,"lang":"en","type":"article","venue":"Nano Communication Networks","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of the Fraser Valley; Thompson Rivers University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Neuroscience; End-to-end principle; Receptor; Directionality; Computer science; Cell biology; Biology; Chemistry; Communication; Psychology; Computer network; Biochemistry; Genetics","score_opus":0.008161837146982834,"score_gpt":0.2056034791003134,"score_spread":0.19744164195333058,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402975247","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5578289,0.0007636627,0.4005106,0.0009406317,0.00053957134,0.00010225043,0.0003382577,0.0016249467,0.037351172],"genre_scores_gemma":[0.977457,0.0002614386,0.018455582,0.00008217333,0.0000171051,0.000024172235,0.000063353094,0.00003644674,0.003602776],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998716,0.00001986445,0.000008570082,0.00002620295,0.000039583996,0.000034187055],"domain_scores_gemma":[0.9998286,0.0000313062,0.00001959529,0.00005458685,0.00003961122,0.00002635467],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020531619,0.00023024621,0.0003508133,0.00015470627,0.00040992268,0.0007959711,0.0009861764,0.00066919613,0.0015427322],"category_scores_gemma":[0.00039219394,0.000100895384,0.0002892858,0.00019095968,0.00055325514,0.00093432894,0.00060328515,0.0004627745,0.0005315084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006143295,0.00023686342,0.00064671884,0.00024543292,0.00006072537,0.0007896566,0.00016563779,0.045396835,0.48737943,0.43004027,0.0032369557,0.03118723],"study_design_scores_gemma":[0.000059542323,0.0002826246,0.0006977004,0.0000196387,0.000047922877,0.00039619225,0.00008625188,0.63185376,0.2172207,0.14095426,0.0083025545,0.00007891176],"about_ca_topic_score_codex":0.0004527867,"about_ca_topic_score_gemma":0.00086500705,"teacher_disagreement_score":0.0015427322,"about_ca_system_score_codex":0.0003826184,"about_ca_system_score_gemma":0.00033148966,"threshold_uncertainty_score":0.0051609874},"labels":[],"label_agreement":null}]}