{"id":"https://openalex.org/W2905793047","doi":"https://doi.org/10.1162/neco_a_01158","title":"Functional Diversity in the Retina Improves the Population Code","display_name":"Functional Diversity in the Retina Improves the Population Code","publication_year":2018,"publication_date":"2018-12-21","ids":{"openalex":"https://openalex.org/W2905793047","doi":"https://doi.org/10.1162/neco_a_01158","mag":"2905793047","pmid":"https://pubmed.ncbi.nlm.nih.gov/30576618"},"language":"en","primary_location":{"id":"doi:10.1162/neco_a_01158","is_oa":false,"landing_page_url":"https://doi.org/10.1162/neco_a_01158","pdf_url":null,"source":{"id":"https://openalex.org/S207023548","display_name":"Neural Computation","issn_l":"0899-7667","issn":["0899-7667","1530-888X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003021532","display_name":"Michael J. Berry","orcid":"https://orcid.org/0000-0002-5798-1861"},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Michael J. Berry II","raw_affiliation_strings":["Princeton Neuroscience Institute and Department of Molecular Biology, Princeton University, Princeton, NJ 08544, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Princeton Neuroscience Institute and Department of Molecular Biology, Princeton University, Princeton, NJ 08544, U.S.A","institution_ids":["https://openalex.org/I20089843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010219613","display_name":"Felix Lebois","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Felix Lebois","raw_affiliation_strings":["Department of Physics, Ecole Normale Sup\u00e9rieure, 75005 Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physics, Ecole Normale Sup\u00e9rieure, 75005 Paris, France","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069254307","display_name":"Avi Ziskind","orcid":"https://orcid.org/0000-0001-5016-6277"},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Avi Ziskind","raw_affiliation_strings":["Department of Physics, Princeton University, Princeton, NJ 08544, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physics, Princeton University, Princeton, NJ 08544, U.S.A","institution_ids":["https://openalex.org/I20089843"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087481156","display_name":"Rava Azeredo da Silveira","orcid":"https://orcid.org/0000-0002-8487-4105"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I204730241","display_name":"Universit\u00e9 Paris Cit\u00e9","ror":"https://ror.org/05f82e368","country_code":"FR","type":"education","lineage":["https://openalex.org/I204730241"]},{"id":"https://openalex.org/I2746051580","display_name":"Universit\u00e9 Paris Sciences et Lettres","ror":"https://ror.org/013cjyk83","country_code":"FR","type":"education","lineage":["https://openalex.org/I2746051580"]},{"id":"https://openalex.org/I29607241","display_name":"\u00c9cole Normale Sup\u00e9rieure - PSL","ror":"https://ror.org/05a0dhs15","country_code":"FR","type":"other","lineage":["https://openalex.org/I2746051580","https://openalex.org/I29607241"]},{"id":"https://openalex.org/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]},{"id":"https://openalex.org/I4210091437","display_name":"Sorbonne Paris Cit\u00e9","ror":"https://ror.org/001z21q04","country_code":"FR","type":"other","lineage":["https://openalex.org/I4210091437"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Rava Azeredo da Silveira","raw_affiliation_strings":["Princeton Neuroscience Institute, Princeton University, Princeton, NJ 08544, U.S.A.; Department of Physics, Ecole Normale Sup\u00e9rieure, 75005 Paris; Laboratoire de Physique Statistique, Ecole Normale Sup\u00e9rieure, PSL Research University, 75231 Paris; Universit\u00e9 Paris Diderot Sorbonne Paris Cit\u00e9, 75031 Paris; Sorbonne Universit\u00e9s UPMC Universit\u00e9 Paris 6, 75005 Paris, France; CNRS"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Princeton Neuroscience Institute, Princeton University, Princeton, NJ 08544, U.S.A.; Department of Physics, Ecole Normale Sup\u00e9rieure, 75005 Paris; Laboratoire de Physique Statistique, Ecole Normale Sup\u00e9rieure, PSL Research University, 75231 Paris; Universit\u00e9 Paris Diderot Sorbonne Paris Cit\u00e9, 75031 Paris; Sorbonne Universit\u00e9s UPMC Universit\u00e9 Paris 6, 75005 Paris, France; CNRS","institution_ids":["https://openalex.org/I4210091437","https://openalex.org/I29607241","https://openalex.org/I2746051580","https://openalex.org/I39804081","https://openalex.org/I204730241","https://openalex.org/I1294671590"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5003021532","https://openalex.org/A5010219613","https://openalex.org/A5069254307","https://openalex.org/A5087481156"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I20089843","https://openalex.org/I204730241","https://openalex.org/I2746051580","https://openalex.org/I29607241","https://openalex.org/I39804081","https://openalex.org/I4210091437"],"apc_list":null,"apc_paid":null,"fwci":0.5134,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.65452865,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"31","issue":"2","first_page":"270","last_page":"311"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10691","display_name":"Retinal Development and Disorders","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/neural-coding","display_name":"Neural coding","score":0.8268793821334839},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.6668509244918823},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.612735390663147},{"id":"https://openalex.org/keywords/encode","display_name":"ENCODE","score":0.5148986577987671},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4940105080604553},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4597570598125458},{"id":"https://openalex.org/keywords/fidelity","display_name":"Fidelity","score":0.4477338194847107},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4271983504295349},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.36473602056503296},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.34937816858291626},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.2881869077682495},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.24438607692718506},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09212115406990051},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.07817122340202332}],"concepts":[{"id":"https://openalex.org/C77637269","wikidata":"https://www.wikidata.org/wiki/Q7002051","display_name":"Neural coding","level":2,"score":0.8268793821334839},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.6668509244918823},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.612735390663147},{"id":"https://openalex.org/C66746571","wikidata":"https://www.wikidata.org/wiki/Q1134833","display_name":"ENCODE","level":3,"score":0.5148986577987671},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4940105080604553},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4597570598125458},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.4477338194847107},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4271983504295349},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.36473602056503296},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.34937816858291626},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.2881869077682495},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.24438607692718506},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09212115406990051},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.07817122340202332},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010775","descriptor_name":"Photic Stimulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010775","descriptor_name":"Photic Stimulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010775","descriptor_name":"Photic Stimulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012160","descriptor_name":"Retina","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012160","descriptor_name":"Retina","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012160","descriptor_name":"Retina","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012165","descriptor_name":"Retinal Ganglion Cells","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012165","descriptor_name":"Retinal Ganglion Cells","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012165","descriptor_name":"Retinal Ganglion Cells","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1162/neco_a_01158","is_oa":false,"landing_page_url":"https://doi.org/10.1162/neco_a_01158","pdf_url":null,"source":{"id":"https://openalex.org/S207023548","display_name":"Neural Computation","issn_l":"0899-7667","issn":["0899-7667","1530-888X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","raw_type":"journal-article"},{"id":"pmid:30576618","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30576618","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural computation","raw_type":null},{"id":"pmh:oai:HAL:hal-02381490v1","is_oa":false,"landing_page_url":"https://hal.science/hal-02381490","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Neural Computation, 2019, 31 (2), pp.270-311. &#x27E8;10.1162/neco_a_01158&#x27E9;","raw_type":"Journal articles"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.75,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":67,"referenced_works":["https://openalex.org/W65235225","https://openalex.org/W1762465686","https://openalex.org/W1860783201","https://openalex.org/W1962432205","https://openalex.org/W1966885021","https://openalex.org/W1970165439","https://openalex.org/W1971158145","https://openalex.org/W1972072039","https://openalex.org/W1975363648","https://openalex.org/W1978543635","https://openalex.org/W1979275115","https://openalex.org/W1985768427","https://openalex.org/W1990779469","https://openalex.org/W1997587023","https://openalex.org/W2004381001","https://openalex.org/W2013319332","https://openalex.org/W2016397514","https://openalex.org/W2018837082","https://openalex.org/W2019016101","https://openalex.org/W2021405416","https://openalex.org/W2022186938","https://openalex.org/W2024782085","https://openalex.org/W2026513473","https://openalex.org/W2026783642","https://openalex.org/W2026928404","https://openalex.org/W2032887453","https://openalex.org/W2034262791","https://openalex.org/W2034890747","https://openalex.org/W2048679935","https://openalex.org/W2066149233","https://openalex.org/W2068516834","https://openalex.org/W2070456939","https://openalex.org/W2072016696","https://openalex.org/W2072802414","https://openalex.org/W2073326835","https://openalex.org/W2076217198","https://openalex.org/W2086186401","https://openalex.org/W2086997566","https://openalex.org/W2087648078","https://openalex.org/W2092506622","https://openalex.org/W2101953699","https://openalex.org/W2102866130","https://openalex.org/W2110090036","https://openalex.org/W2110531579","https://openalex.org/W2110928728","https://openalex.org/W2112455917","https://openalex.org/W2114185957","https://openalex.org/W2116360511","https://openalex.org/W2119024215","https://openalex.org/W2119648956","https://openalex.org/W2119757675","https://openalex.org/W2124338387","https://openalex.org/W2132047598","https://openalex.org/W2135578210","https://openalex.org/W2144095870","https://openalex.org/W2146666753","https://openalex.org/W2147949992","https://openalex.org/W2154805298","https://openalex.org/W2160032358","https://openalex.org/W2166108724","https://openalex.org/W2169090594","https://openalex.org/W2170235125","https://openalex.org/W2174781702","https://openalex.org/W2275647068","https://openalex.org/W2331200198","https://openalex.org/W4245474015","https://openalex.org/W4255006981"],"related_works":["https://openalex.org/W2468279273","https://openalex.org/W2354198838","https://openalex.org/W1989130879","https://openalex.org/W2103419012","https://openalex.org/W1974414866","https://openalex.org/W2381850946","https://openalex.org/W2037153457","https://openalex.org/W2025953124","https://openalex.org/W2531188731","https://openalex.org/W2065031478"],"abstract_inverted_index":{"Within":[0],"a":[1,8,46,56,85,156],"given":[2],"brain":[3],"region,":[4],"individual":[5],"neurons":[6],"exhibit":[7],"wide":[9],"variety":[10],"of":[11,20,45,65,72,96,116,125,136,152,159,168,183],"different":[12],"feature":[13],"selectivities.":[14],"Here,":[15],"we":[16,76,145],"investigated":[17],"the":[18,26,42,62,79,90,129,149,166],"impact":[19],"this":[21,188],"extensive":[22],"functional":[23,169],"diversity":[24,170],"on":[25,128,138],"population":[27,50,60,82,92,110],"neural":[28,49,59,172,205],"code.":[29],"Our":[30],"approach":[31],"was":[32],"to":[33,37],"build":[34],"optimal":[35],"decoders":[36],"discriminate":[38],"among":[39],"stimuli":[40],"using":[41],"spiking":[43],"output":[44],"real,":[47,80],"measured":[48],"and":[51,67,98,112,194],"compare":[52],"its":[53],"performance":[54],"against":[55],"matched,":[57],"homogeneous":[58,91],"with":[61,109,113,122],"same":[63],"number":[64],"cells":[66],"spikes.":[68],"Analyzing":[69],"large":[70],"populations":[71,173],"retinal":[73],"ganglion":[74],"cells,":[75],"found":[77],"that":[78,148,165,187],"heterogeneous":[81],"can":[83,100,146,174,190],"yield":[84],"discrimination":[86],"error":[87],"lower":[88],"than":[89],"by":[93],"several":[94],"orders":[95],"magnitude":[97],"consequently":[99],"encode":[101],"much":[102],"more":[103],"visual":[104],"information.":[105],"This":[106],"effect":[107,151,189],"increases":[108],"size":[111],"graded":[114],"degrees":[115],"heterogeneity.":[117],"We":[118],"complemented":[119],"these":[120],"results":[121,163],"an":[123],"analysis":[124],"coding":[126,139,177],"based":[127],"Chernoff":[130],"distance,":[131],"as":[132,134],"well":[133],"derivations":[135],"inequalities":[137],"in":[140,171],"certain":[141],"limits,":[142],"from":[143],"which":[144],"conclude":[147],"beneficial":[150],"heterogeneity":[153],"occurs":[154],"over":[155],"broad":[157],"set":[158],"conditions.":[160],"Together,":[161],"our":[162,184],"indicate":[164],"presence":[167],"enhance":[175],"their":[176],"fidelity":[178],"appreciably.":[179],"A":[180],"noteworthy":[181],"outcome":[182],"study":[185],"is":[186],"be":[191,196],"extremely":[192],"strong":[193],"should":[195],"taken":[197],"into":[198],"account":[199],"when":[200],"investigating":[201],"design":[202],"principles":[203],"for":[204],"circuits.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
