{"id":"https://openalex.org/W2485962973","doi":"https://doi.org/10.1109/tvcg.2016.2598467","title":"Magnostics: Image-Based Search of Interesting Matrix Views for Guided Network Exploration","display_name":"Magnostics: Image-Based Search of Interesting Matrix Views for Guided Network Exploration","publication_year":2016,"publication_date":"2016-08-05","ids":{"openalex":"https://openalex.org/W2485962973","doi":"https://doi.org/10.1109/tvcg.2016.2598467","mag":"2485962973","pmid":"https://pubmed.ncbi.nlm.nih.gov/27514053"},"language":"en","primary_location":{"id":"doi:10.1109/tvcg.2016.2598467","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2016.2598467","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","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/A5040794392","display_name":"Michael Behrisch","orcid":"https://orcid.org/0000-0002-1102-103X"},"institutions":[{"id":"https://openalex.org/I189712700","display_name":"University of Konstanz","ror":"https://ror.org/0546hnb39","country_code":"DE","type":"education","lineage":["https://openalex.org/I189712700"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Michael Behrisch","raw_affiliation_strings":["University of Konstanz, Germany","Department of Computer and Information Science, University of Konstanz (78457 Konstanz - Germany)"],"affiliations":[{"raw_affiliation_string":"University of Konstanz, Germany","institution_ids":["https://openalex.org/I189712700"]},{"raw_affiliation_string":"Department of Computer and Information Science, University of Konstanz (78457 Konstanz - Germany)","institution_ids":["https://openalex.org/I189712700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048194226","display_name":"Benjamin Bach","orcid":"https://orcid.org/0000-0002-9201-7744"},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I4210126360","display_name":"Inria Saclay - \u00cele de France","ror":"https://ror.org/0315e5x55","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210126360"]},{"id":"https://openalex.org/I4210161634","display_name":"Microsoft (France)","ror":"https://ror.org/0521n7n83","country_code":"FR","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210161634"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Benjamin Bach","raw_affiliation_strings":["Microsoft Research-Inria Joint Centre, Saclay, France","MSR - INRIA - Microsoft Research - Inria Joint Centre (Parc Orsay Universit\u00e9 28, rue Jean Rostand 91893 Orsay Cedex FRANCE - France)"],"affiliations":[{"raw_affiliation_string":"Microsoft Research-Inria Joint Centre, Saclay, France","institution_ids":["https://openalex.org/I4210126360","https://openalex.org/I4210161634"]},{"raw_affiliation_string":"MSR - INRIA - Microsoft Research - Inria Joint Centre (Parc Orsay Universit\u00e9 28, rue Jean Rostand 91893 Orsay Cedex FRANCE - France)","institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I4210161634"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074871409","display_name":"Michael Hund","orcid":null},"institutions":[{"id":"https://openalex.org/I189712700","display_name":"University of Konstanz","ror":"https://ror.org/0546hnb39","country_code":"DE","type":"education","lineage":["https://openalex.org/I189712700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael Hund","raw_affiliation_strings":["University of Konstanz, Germany","Department of Computer and Information Science, University of Konstanz (78457 Konstanz - Germany)"],"affiliations":[{"raw_affiliation_string":"University of Konstanz, Germany","institution_ids":["https://openalex.org/I189712700"]},{"raw_affiliation_string":"Department of Computer and Information Science, University of Konstanz (78457 Konstanz - Germany)","institution_ids":["https://openalex.org/I189712700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060699796","display_name":"Michael Delz","orcid":null},"institutions":[{"id":"https://openalex.org/I189712700","display_name":"University of Konstanz","ror":"https://ror.org/0546hnb39","country_code":"DE","type":"education","lineage":["https://openalex.org/I189712700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael Delz","raw_affiliation_strings":["University of Konstanz, Germany","Department of Computer and Information Science, University of Konstanz (78457 Konstanz - Germany)"],"affiliations":[{"raw_affiliation_string":"University of Konstanz, Germany","institution_ids":["https://openalex.org/I189712700"]},{"raw_affiliation_string":"Department of Computer and Information Science, University of Konstanz (78457 Konstanz - Germany)","institution_ids":["https://openalex.org/I189712700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078104762","display_name":"Laura von R\u00fcden","orcid":null},"institutions":[{"id":"https://openalex.org/I18850439","display_name":"Capgemini (Netherlands)","ror":"https://ror.org/03amxdk57","country_code":"NL","type":"company","lineage":["https://openalex.org/I18850439","https://openalex.org/I4210136798"]},{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE","NL"],"is_corresponding":false,"raw_author_name":"Laura Von Ruden","raw_affiliation_strings":["Capgemini, RWTH Aachen University","RWTH - Rheinisch-Westf\u00e4lische Technische Hochschule Aachen University (RWTH Aachen\r\n\r\nTemplergraben 55\r\n52062 Aachen (Hausanschrift)\r\n52056 Aachen (Postanschrift) - Germany)","Capgemini [Berlin] (Potsdamer Platz 5\r\n10785 Berlin - Germany)"],"affiliations":[{"raw_affiliation_string":"Capgemini, RWTH Aachen University","institution_ids":["https://openalex.org/I887968799","https://openalex.org/I18850439"]},{"raw_affiliation_string":"RWTH - Rheinisch-Westf\u00e4lische Technische Hochschule Aachen University (RWTH Aachen\r\n\r\nTemplergraben 55\r\n52062 Aachen (Hausanschrift)\r\n52056 Aachen (Postanschrift) - Germany)","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Capgemini [Berlin] (Potsdamer Platz 5\r\n10785 Berlin - Germany)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060725233","display_name":"Jean\u2010Daniel Fekete","orcid":"https://orcid.org/0000-0003-3770-8726"},"institutions":[{"id":"https://openalex.org/I102197404","display_name":"Universit\u00e9 Paris-Sud","ror":"https://ror.org/028rypz17","country_code":"FR","type":"education","lineage":["https://openalex.org/I102197404"]},{"id":"https://openalex.org/I4210126360","display_name":"Inria Saclay - \u00cele de France","ror":"https://ror.org/0315e5x55","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210126360"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jean-Daniel Fekete","raw_affiliation_strings":["Inria, Saclay, France","AVIZ - Analysis and Visualization (DIGITEO, Bat. Claude Shannon - Universit\u00e9 de Paris-Sud, B\u00e2timent 660, 91190 Gif-sur-Yvette - France)"],"affiliations":[{"raw_affiliation_string":"Inria, Saclay, France","institution_ids":["https://openalex.org/I4210126360"]},{"raw_affiliation_string":"AVIZ - Analysis and Visualization (DIGITEO, Bat. Claude Shannon - Universit\u00e9 de Paris-Sud, B\u00e2timent 660, 91190 Gif-sur-Yvette - France)","institution_ids":["https://openalex.org/I102197404"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016219620","display_name":"Tobias Schreck","orcid":"https://orcid.org/0000-0003-0778-8665"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Tobias Schreck","raw_affiliation_strings":["Graz University of Technology, Austria","TU Graz - Graz University of Technology [Graz] (Rechbauerstr. 12,  8010 Graz - Austria)"],"affiliations":[{"raw_affiliation_string":"Graz University of Technology, Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"TU Graz - Graz University of Technology [Graz] (Rechbauerstr. 12,  8010 Graz - Austria)","institution_ids":["https://openalex.org/I4092182"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5040794392"],"corresponding_institution_ids":["https://openalex.org/I189712700"],"apc_list":null,"apc_paid":null,"fwci":2.8718,"has_fulltext":true,"cited_by_count":39,"citation_normalized_percentile":{"value":0.94065619,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"23","issue":"1","first_page":"31","last_page":"40"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7589524984359741},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6036080718040466},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.599963366985321},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.569917619228363},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5559518337249756},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5373223423957825},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5277386903762817},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5103277564048767},{"id":"https://openalex.org/keywords/matrix","display_name":"Matrix (chemical analysis)","score":0.5074531435966492},{"id":"https://openalex.org/keywords/distance-matrix","display_name":"Distance matrix","score":0.5014092922210693},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4561651349067688},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4553563594818115},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.20906078815460205}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7589524984359741},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6036080718040466},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.599963366985321},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.569917619228363},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5559518337249756},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5373223423957825},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5277386903762817},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5103277564048767},{"id":"https://openalex.org/C106487976","wikidata":"https://www.wikidata.org/wiki/Q685816","display_name":"Matrix (chemical analysis)","level":2,"score":0.5074531435966492},{"id":"https://openalex.org/C111208986","wikidata":"https://www.wikidata.org/wiki/Q901698","display_name":"Distance matrix","level":2,"score":0.5014092922210693},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4561651349067688},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4553563594818115},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.20906078815460205},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tvcg.2016.2598467","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2016.2598467","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},{"id":"pmid:27514053","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/27514053","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":"IEEE transactions on visualization and computer graphics","raw_type":null},{"id":"pmh:oai:HAL:hal-01377861v1","is_oa":false,"landing_page_url":"https://inria.hal.science/hal-01377861","pdf_url":null,"source":{"id":"https://openalex.org/S4406922466","display_name":"SPIRE - Sciences Po Institutional REpository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics, 2017, pp.1. &#x27E8;10.1109/TVCG.2016.2598467&#x27E9;","raw_type":"Journal articles"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.5699999928474426,"id":"https://metadata.un.org/sdg/10"},{"display_name":"Peace, Justice and strong institutions","score":0.4099999964237213,"id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G4799527623","display_name":null,"funder_award_id":"Transregio","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G6052429835","display_name":null,"funder_award_id":"(DFG)","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320308022","display_name":"California Department of Fish and Game","ror":"https://ror.org/02v6w2r95"},{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W146699588","https://openalex.org/W1483313504","https://openalex.org/W1494010375","https://openalex.org/W1570052007","https://openalex.org/W1917380066","https://openalex.org/W1936332489","https://openalex.org/W1972195523","https://openalex.org/W1980252284","https://openalex.org/W1981325128","https://openalex.org/W1981398227","https://openalex.org/W1988445395","https://openalex.org/W1988998651","https://openalex.org/W2028678069","https://openalex.org/W2033074184","https://openalex.org/W2042241913","https://openalex.org/W2042285476","https://openalex.org/W2044465660","https://openalex.org/W2082453965","https://openalex.org/W2085466647","https://openalex.org/W2096080031","https://openalex.org/W2098305432","https://openalex.org/W2098317169","https://openalex.org/W2104241941","https://openalex.org/W2109170454","https://openalex.org/W2109727435","https://openalex.org/W2111347866","https://openalex.org/W2118150522","https://openalex.org/W2119605622","https://openalex.org/W2125775272","https://openalex.org/W2130660124","https://openalex.org/W2137818934","https://openalex.org/W2141782206","https://openalex.org/W2150085383","https://openalex.org/W2154683974","https://openalex.org/W2154957805","https://openalex.org/W2157379557","https://openalex.org/W2162762921","https://openalex.org/W2163502583","https://openalex.org/W2163925089","https://openalex.org/W2165544866","https://openalex.org/W2170282673","https://openalex.org/W2180907514","https://openalex.org/W2412593044","https://openalex.org/W3145929700","https://openalex.org/W4206519171","https://openalex.org/W4229688926","https://openalex.org/W4233070958","https://openalex.org/W4239908238","https://openalex.org/W4285719527","https://openalex.org/W6674829302","https://openalex.org/W6677711031","https://openalex.org/W6684073280"],"related_works":["https://openalex.org/W2068608913","https://openalex.org/W3124914020","https://openalex.org/W2141033859","https://openalex.org/W2077542787","https://openalex.org/W2156434174","https://openalex.org/W2071701083","https://openalex.org/W2383687187","https://openalex.org/W2121496884","https://openalex.org/W2387910809","https://openalex.org/W2294221496"],"abstract_inverted_index":{"In":[0,122],"this":[1],"work":[2],"we":[3,135,147],"address":[4],"the":[5,15,50,62,68,96],"problem":[6],"of":[7,17,52,64,98,129,171,190],"retrieving":[8],"potentially":[9],"interesting":[10],"matrix":[11,46,99,133],"views":[12,47],"to":[13,49,81,94,124,153],"support":[14],"exploration":[16],"networks.":[18,195],"We":[19,165],"introduce":[20],"Matrix":[21],"Diagnostics":[22],"(or":[23],"Magnostics),":[24],"following":[25],"in":[26,67,90,120,183],"spirit":[27],"related":[28],"approaches":[29],"for":[30,40,86,106,117,132,150,177],"rating":[31],"and":[32,59,142,162,179,192],"ranking":[33],"other":[34],"visualization":[35],"techniques,":[36],"such":[37,56,70],"as":[38,57,71,174],"Scagnostics":[39],"scatter":[41],"plots.":[42],"Our":[43],"approach":[44],"ranks":[45],"according":[48],"appearance":[51],"specific":[53],"visual":[54],"patterns,":[55],"blocks":[58],"lines,":[60],"indicating":[61],"existence":[63],"topological":[65],"motifs":[66],"data,":[69],"clusters,":[72],"bi-graphs,":[73],"or":[74,84,93],"central":[75],"nodes.":[76],"Magnostics":[77,178],"can":[78],"be":[79],"used":[80],"analyze,":[82],"query,":[83],"search":[85],"visually":[87],"similar":[88],"matrices":[89,191],"large":[91,188],"collections,":[92],"assess":[95],"quality":[97],"reordering":[100],"algorithms.":[101],"While":[102],"many":[103],"feature":[104,130,138],"descriptors":[105,131,145,173],"image":[107],"analyzes":[108],"exist,":[109],"there":[110],"is":[111],"no":[112],"evidence":[113],"how":[114],"they":[115],"perform":[116],"detecting":[118],"patterns":[119],"matrices.":[121],"order":[123],"make":[125],"an":[126,168],"informed":[127,169],"choice":[128],"diagnostics,":[134],"evaluate":[136],"30":[137],"descriptors-27":[139],"existing":[140],"ones":[141],"three":[143],"new":[144],"that":[146],"designed":[148],"specifically":[149],"MAGNOSTICS-with":[151],"respect":[152],"four":[154],"criteria:":[155],"pattern":[156,158,160,163],"response,":[157],"variability,":[159],"sensibility,":[161],"discrimination.":[164],"conclude":[166],"with":[167],"set":[170],"six":[172],"most":[175],"appropriate":[176],"demonstrate":[180],"their":[181],"application":[182],"two":[184],"scenarios;":[185],"exploring":[186],"a":[187],"collection":[189],"analyzing":[193],"temporal":[194]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":8},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
