{"id":"https://openalex.org/W2138282031","doi":"https://doi.org/10.1109/tmi.2011.2114896","title":"Weighted Maximum Posterior Marginals for Random Fields Using an Ensemble of Conditional Densities From Multiple Markov Chain Monte Carlo Simulations","display_name":"Weighted Maximum Posterior Marginals for Random Fields Using an Ensemble of Conditional Densities From Multiple Markov Chain Monte Carlo Simulations","publication_year":2011,"publication_date":"2011-02-18","ids":{"openalex":"https://openalex.org/W2138282031","doi":"https://doi.org/10.1109/tmi.2011.2114896","mag":"2138282031","pmid":"https://pubmed.ncbi.nlm.nih.gov/21335309"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2011.2114896","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2011.2114896","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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 Medical Imaging","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/A5086084312","display_name":"James Monaco","orcid":"https://orcid.org/0000-0002-6721-4711"},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]},{"id":"https://openalex.org/I4210096112","display_name":"Rutgers Sexual and Reproductive Health and Rights","ror":"https://ror.org/00rcvgx40","country_code":"NL","type":"other","lineage":["https://openalex.org/I4210096112"]}],"countries":["NL","US"],"is_corresponding":false,"raw_author_name":"J. P. Monaco","raw_affiliation_strings":["Department of Biomedical Engineering, Rutgers University, Piscataway, NJ 08854 USA. jpmonaco@rci.rutgers.edu","Dept. of Biomed. Eng., Rutgers Univ., Piscataway, NJ, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Rutgers University, Piscataway, NJ 08854 USA. jpmonaco@rci.rutgers.edu","institution_ids":["https://openalex.org/I102322142","https://openalex.org/I4210096112"]},{"raw_affiliation_string":"Dept. of Biomed. Eng., Rutgers Univ., Piscataway, NJ, USA","institution_ids":["https://openalex.org/I102322142"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027642699","display_name":"Anant Madabhushi","orcid":"https://orcid.org/0000-0002-5741-0399"},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"A. Madabhushi","raw_affiliation_strings":["Department of Biomedical Engineering, Rutgers University, Piscataway, NJ, USA","Dept. of Biomed. Eng., Rutgers Univ., Piscataway, NJ, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Rutgers University, Piscataway, NJ, USA","institution_ids":["https://openalex.org/I102322142"]},{"raw_affiliation_string":"Dept. of Biomed. Eng., Rutgers Univ., Piscataway, NJ, USA","institution_ids":["https://openalex.org/I102322142"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8213,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.76543719,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"30","issue":"7","first_page":"1353","last_page":"1364"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10136","display_name":"Statistical Methods and Inference","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10136","display_name":"Statistical Methods and Inference","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11901","display_name":"Bayesian Methods and Mixture Models","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10243","display_name":"Statistical Methods and Bayesian Inference","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/markov-chain-monte-carlo","display_name":"Markov chain Monte Carlo","score":0.8783154487609863},{"id":"https://openalex.org/keywords/markov-random-field","display_name":"Markov random field","score":0.5940231084823608},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5397646427154541},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.5198795795440674},{"id":"https://openalex.org/keywords/posterior-probability","display_name":"Posterior probability","score":0.5147971510887146},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.5139219760894775},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47639742493629456},{"id":"https://openalex.org/keywords/point-estimation","display_name":"Point estimation","score":0.4647931456565857},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3992858827114105},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3955324590206146},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3658566474914551},{"id":"https://openalex.org/keywords/monte-carlo-method","display_name":"Monte Carlo method","score":0.365661084651947},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.34371769428253174},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.23826825618743896},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.12197187542915344},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.0808846652507782}],"concepts":[{"id":"https://openalex.org/C111350023","wikidata":"https://www.wikidata.org/wiki/Q1191869","display_name":"Markov chain Monte Carlo","level":3,"score":0.8783154487609863},{"id":"https://openalex.org/C2778045648","wikidata":"https://www.wikidata.org/wiki/Q176827","display_name":"Markov random field","level":4,"score":0.5940231084823608},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5397646427154541},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.5198795795440674},{"id":"https://openalex.org/C57830394","wikidata":"https://www.wikidata.org/wiki/Q278079","display_name":"Posterior probability","level":3,"score":0.5147971510887146},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.5139219760894775},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47639742493629456},{"id":"https://openalex.org/C41426520","wikidata":"https://www.wikidata.org/wiki/Q1192065","display_name":"Point estimation","level":2,"score":0.4647931456565857},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3992858827114105},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3955324590206146},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3658566474914551},{"id":"https://openalex.org/C19499675","wikidata":"https://www.wikidata.org/wiki/Q232207","display_name":"Monte Carlo method","level":2,"score":0.365661084651947},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.34371769428253174},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.23826825618743896},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.12197187542915344},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.0808846652507782}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006651","descriptor_name":"Histocytochemistry","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D006651","descriptor_name":"Histocytochemistry","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D006651","descriptor_name":"Histocytochemistry","qualifier_ui":"Q000379","qualifier_name":"methods","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":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009010","descriptor_name":"Monte Carlo Method","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009010","descriptor_name":"Monte Carlo Method","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009010","descriptor_name":"Monte Carlo Method","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tmi.2011.2114896","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2011.2114896","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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 Medical Imaging","raw_type":"journal-article"},{"id":"pmid:21335309","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/21335309","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 medical imaging","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2295001995","display_name":null,"funder_award_id":"R01CA14077201","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G2335830113","display_name":null,"funder_award_id":"R03CA143991-01","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G2630882396","display_name":null,"funder_award_id":"R01CA136535-01","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"}],"funders":[{"id":"https://openalex.org/F4320337351","display_name":"National Cancer Institute","ror":"https://ror.org/040gcmg81"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W221956105","https://openalex.org/W1494743230","https://openalex.org/W1554544485","https://openalex.org/W1603593764","https://openalex.org/W1604521381","https://openalex.org/W1833167738","https://openalex.org/W1975391259","https://openalex.org/W1995225352","https://openalex.org/W2013356100","https://openalex.org/W2016456440","https://openalex.org/W2019635781","https://openalex.org/W2020999234","https://openalex.org/W2021640751","https://openalex.org/W2030041075","https://openalex.org/W2044312370","https://openalex.org/W2045656233","https://openalex.org/W2048971218","https://openalex.org/W2050626966","https://openalex.org/W2050978844","https://openalex.org/W2056760934","https://openalex.org/W2068674173","https://openalex.org/W2070612147","https://openalex.org/W2071988465","https://openalex.org/W2082953961","https://openalex.org/W2083875149","https://openalex.org/W2098678088","https://openalex.org/W2099835437","https://openalex.org/W2108584285","https://openalex.org/W2109871600","https://openalex.org/W2112503046","https://openalex.org/W2114220616","https://openalex.org/W2114502745","https://openalex.org/W2115274435","https://openalex.org/W2115384210","https://openalex.org/W2135788072","https://openalex.org/W2136796925","https://openalex.org/W2138309709","https://openalex.org/W2143516773","https://openalex.org/W2148534890","https://openalex.org/W2150065026","https://openalex.org/W2156398782","https://openalex.org/W2159793005","https://openalex.org/W2162898443","https://openalex.org/W2163738067","https://openalex.org/W2169415915","https://openalex.org/W2330873231","https://openalex.org/W2799061466","https://openalex.org/W4205687621","https://openalex.org/W4231517135","https://openalex.org/W4232383088","https://openalex.org/W4249533638","https://openalex.org/W4285719527","https://openalex.org/W6629529386","https://openalex.org/W6638654037","https://openalex.org/W6658217862"],"related_works":["https://openalex.org/W71678127","https://openalex.org/W2157655363","https://openalex.org/W4205763938","https://openalex.org/W2292189132","https://openalex.org/W4288092343","https://openalex.org/W4386114318","https://openalex.org/W2134332527","https://openalex.org/W2888496681","https://openalex.org/W2790979771","https://openalex.org/W4289670352"],"abstract_inverted_index":{"The":[0,150],"ability":[1],"of":[2,46,90,145,200,209,230,243,249,271],"classification":[3,259],"systems":[4,63],"to":[5,67,115,214],"adjust":[6],"their":[7,65],"performance":[8,45,66],"(sensitivity/specificity)":[9],"is":[10,30],"essential":[11],"for":[12,42,126,133,154,176,182,261],"tasks":[13],"in":[14,265],"which":[15],"certain":[16,113],"errors":[17],"are":[18,53,173,180],"more":[19,32,118,185,197],"significant":[20],"than":[21,34,120],"others.":[22,121],"For":[23],"example,":[24],"mislabeling":[25,35],"cancerous":[26,263],"lesions":[27,37],"as":[28,38,212],"benign":[29,36],"typically":[31],"detrimental":[33],"cancerous.":[39],"Unfortunately,":[40],"methods":[41],"modifying":[43],"the":[44,57,97,105,146,188,201,241,247,272],"Markov":[47,160],"random":[48],"field":[49],"(MRF)":[50],"based":[51],"classifiers":[52],"noticeably":[54],"absent":[55],"from":[56],"literature,":[58],"and":[59,129,228,233,245,251],"thus":[60],"most":[61,151],"such":[62],"restrict":[64],"a":[68,124,131,159,224],"single,":[69],"static":[70],"operating":[71,231],"point":[72],"(a":[73],"paired":[74],"sensitivity/specificity).":[75],"To":[76,184,239],"address":[77],"this":[78],"deficiency":[79],"we":[80,191,253],"present":[81,192],"weighted":[82,117],"maximum":[83,91],"posterior":[84,92,147,189],"marginals":[85,93,190],"(WMPM)":[86],"estimation,":[87,178],"an":[88,193,206],"extension":[89,199],"(MPM)":[94],"estimation.":[95],"Whereas":[96],"MPM":[98,141,177],"cost":[99,107],"function":[100,108],"penalizes":[101],"each":[102],"error":[103],"equally,":[104],"WMPM":[106,138,244],"allows":[109],"misclassifications":[110],"associated":[111],"with":[112,218],"classes":[114],"be":[116],"heavily":[119],"This":[122],"creates":[123],"preference":[125],"specific":[127],"classes,":[128],"consequently":[130],"means":[132,153],"adjusting":[134],"classifier":[135,237],"performance.":[136,238],"Realizing":[137],"estimation":[139],"(like":[140],"estimation)":[142],"requires":[143],"estimates":[144,171,217],"marginal":[148],"distributions.":[149],"prevalent":[152],"estimating":[155],"these--proposed":[156],"by":[157],"Marroquin--utilizes":[158],"chain":[161],"Monte":[162],"Carlo":[163],"(MCMC)":[164],"method.":[165],"Though":[166],"Marroquin's":[167],"method":[168,203],"(M-MCMC)":[169],"yields":[170,216],"that":[172],"sufficiently":[174],"accurate":[175],"they":[179],"inadequate":[181],"WMPM.":[183],"accurately":[186],"estimate":[187],"equally":[194],"simple,":[195],"but":[196],"effective":[198],"MCMC":[202],"(E-MCMC).":[204],"Assuming":[205],"identical":[207],"number":[208,227],"iterations,":[210],"E-MCMC":[211],"compared":[213],"M-MCMC":[215,250],"higher":[219],"fidelity,":[220],"thereby":[221],"1)":[222],"allowing":[223],"far":[225],"greater":[226],"diversity":[229],"points":[232],"2)":[234],"improving":[235],"overall":[236],"illustrate":[240],"utility":[242],"compare":[246],"efficacies":[248],"E-MCMC,":[252],"integrate":[254],"them":[255],"into":[256],"our":[257],"MRF-based":[258],"system":[260],"detecting":[262],"glands":[264],"(whole-mount":[266],"or":[267],"quarter)":[268],"histological":[269],"sections":[270],"prostate.":[273]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":2}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}
