4D Multi-Modality Tissue Segmentation of Serial Infant Images
Events
Loading … Spinner

Mendeley | Further Information

{"title"=>"4D Multi-Modality Tissue Segmentation of Serial Infant Images", "type"=>"journal", "authors"=>[{"first_name"=>"Li", "last_name"=>"Wang", "scopus_author_id"=>"54409666400"}, {"first_name"=>"Feng", "last_name"=>"Shi", "scopus_author_id"=>"56347687400"}, {"first_name"=>"Pew Thian", "last_name"=>"Yap", "scopus_author_id"=>"7102482475"}, {"first_name"=>"John H.", "last_name"=>"Gilmore", "scopus_author_id"=>"7102107297"}, {"first_name"=>"Weili", "last_name"=>"Lin", "scopus_author_id"=>"7406521110"}, {"first_name"=>"Dinggang", "last_name"=>"Shen", "scopus_author_id"=>"7401738392"}], "year"=>2012, "source"=>"PLoS ONE", "identifiers"=>{"scopus"=>"2-s2.0-84866719092", "sgr"=>"84866719092", "issn"=>"19326203", "pmid"=>"23049751", "doi"=>"10.1371/journal.pone.0044596", "pui"=>"365720735"}, "id"=>"4bba92c9-e2b7-3c41-8fbc-a58f7376e239", "abstract"=>"Accurate and consistent segmentation of infant brain MR images plays an important role in quantifying patterns of early brain development, especially in longitudinal studies. However, due to rapid maturation and myelination of brain tissues in the first year of life, the intensity contrast of gray and white matter undergoes dramatic changes. In fact, the contrast inverse around 6-8 months of age, when the white and gray matter tissues are isointense and hence exhibit the lowest contrast, posing significant challenges for segmentation algorithms. In this paper, we propose a longitudinally guided level set method to segment serial infant brain MR images acquired from 2 weeks up to 1.5 years of age, including the isointense images. At each single-time-point, the proposed method makes optimal use of T1, T2 and the diffusion-weighted images for complimentary tissue distribution information to address the difficulty caused by the low contrast. Moreover, longitudinally consistent term, which constrains the distance across the serial images within a biologically reasonable range, is employed to obtain temporally consistent segmentation results. Application of our method on 28 longitudinal infant subjects, each with 5 longitudinal scans, shows that the automated segmentations from the proposed method match the manual ground-truth with much higher Dice Ratios than other single-modality, single-time-point based methods and the longitudinal but voxel-wise based methods. The software of the proposed method is publicly available in NITRC (http://www.nitrc.org/projects/ibeat).", "link"=>"http://www.mendeley.com/research/4d-multimodality-tissue-segmentation-serial-infant-images", "reader_count"=>26, "reader_count_by_academic_status"=>{"Unspecified"=>3, "Professor > Associate Professor"=>1, "Researcher"=>6, "Student > Doctoral Student"=>1, "Student > Ph. D. Student"=>9, "Student > Master"=>3, "Student > Bachelor"=>2, "Professor"=>1}, "reader_count_by_user_role"=>{"Unspecified"=>3, "Professor > Associate Professor"=>1, "Researcher"=>6, "Student > Doctoral Student"=>1, "Student > Ph. D. Student"=>9, "Student > Master"=>3, "Student > Bachelor"=>2, "Professor"=>1}, "reader_count_by_subject_area"=>{"Engineering"=>5, "Unspecified"=>4, "Agricultural and Biological Sciences"=>2, "Medicine and Dentistry"=>4, "Neuroscience"=>2, "Psychology"=>4, "Computer Science"=>5}, "reader_count_by_subdiscipline"=>{"Engineering"=>{"Engineering"=>5}, "Medicine and Dentistry"=>{"Medicine and Dentistry"=>4}, "Neuroscience"=>{"Neuroscience"=>2}, "Psychology"=>{"Psychology"=>4}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>2}, "Computer Science"=>{"Computer Science"=>5}, "Unspecified"=>{"Unspecified"=>4}}, "reader_count_by_country"=>{"Iran"=>1, "United States"=>1, "United Kingdom"=>1}, "group_count"=>0}

Scopus | Further Information

{"@_fa"=>"true", "link"=>[{"@_fa"=>"true", "@ref"=>"self", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84866719092"}, {"@_fa"=>"true", "@ref"=>"author-affiliation", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84866719092?field=author,affiliation"}, {"@_fa"=>"true", "@ref"=>"scopus", "@href"=>"https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84866719092&origin=inward"}, {"@_fa"=>"true", "@ref"=>"scopus-citedby", "@href"=>"https://www.scopus.com/inward/citedby.uri?partnerID=HzOxMe3b&scp=84866719092&origin=inward"}], "prism:url"=>"https://api.elsevier.com/content/abstract/scopus_id/84866719092", "dc:identifier"=>"SCOPUS_ID:84866719092", "eid"=>"2-s2.0-84866719092", "dc:title"=>"4D Multi-Modality Tissue Segmentation of Serial Infant Images", "dc:creator"=>"Wang L.", "prism:publicationName"=>"PLoS ONE", "prism:eIssn"=>"19326203", "prism:volume"=>"7", "prism:issueIdentifier"=>"9", "prism:pageRange"=>nil, "prism:coverDate"=>"2012-09-25", "prism:coverDisplayDate"=>"25 September 2012", "prism:doi"=>"10.1371/journal.pone.0044596", "citedby-count"=>"51", "affiliation"=>[{"@_fa"=>"true", "affilname"=>"The University of North Carolina at Chapel Hill", "affiliation-city"=>"Chapel Hill", "affiliation-country"=>"United States"}], "pubmed-id"=>"23049751", "prism:aggregationType"=>"Journal", "subtype"=>"ar", "subtypeDescription"=>"Article", "article-number"=>"e44596", "source-id"=>"10600153309", "openaccess"=>"1", "openaccessFlag"=>true}

Facebook

  • {"url"=>"http%3A%2F%2Fjournals.plos.org%2Fplosone%2Farticle%3Fid%3D10.1371%252Fjournal.pone.0044596", "share_count"=>0, "like_count"=>0, "comment_count"=>0, "click_count"=>0, "total_count"=>0}

Counter

  • {"month"=>"9", "year"=>"2012", "pdf_views"=>"20", "xml_views"=>"10", "html_views"=>"100"}
  • {"month"=>"10", "year"=>"2012", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"60"}
  • {"month"=>"11", "year"=>"2012", "pdf_views"=>"9", "xml_views"=>"1", "html_views"=>"29"}
  • {"month"=>"12", "year"=>"2012", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"43"}
  • {"month"=>"1", "year"=>"2013", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"26"}
  • {"month"=>"2", "year"=>"2013", "pdf_views"=>"9", "xml_views"=>"1", "html_views"=>"27"}
  • {"month"=>"3", "year"=>"2013", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"13"}
  • {"month"=>"4", "year"=>"2013", "pdf_views"=>"5", "xml_views"=>"1", "html_views"=>"11"}
  • {"month"=>"5", "year"=>"2013", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"32"}
  • {"month"=>"6", "year"=>"2013", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"29"}
  • {"month"=>"7", "year"=>"2013", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"38"}
  • {"month"=>"8", "year"=>"2013", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"13"}
  • {"month"=>"9", "year"=>"2013", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"9"}
  • {"month"=>"10", "year"=>"2013", "pdf_views"=>"5", "xml_views"=>"6", "html_views"=>"26"}
  • {"month"=>"11", "year"=>"2013", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"13"}
  • {"month"=>"12", "year"=>"2013", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"29"}
  • {"month"=>"1", "year"=>"2014", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"20"}
  • {"month"=>"2", "year"=>"2014", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"19"}
  • {"month"=>"3", "year"=>"2014", "pdf_views"=>"9", "xml_views"=>"2", "html_views"=>"36"}
  • {"month"=>"4", "year"=>"2014", "pdf_views"=>"2", "xml_views"=>"2", "html_views"=>"18"}
  • {"month"=>"5", "year"=>"2014", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"17"}
  • {"month"=>"6", "year"=>"2014", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"16"}
  • {"month"=>"7", "year"=>"2014", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"37"}
  • {"month"=>"8", "year"=>"2014", "pdf_views"=>"2", "xml_views"=>"2", "html_views"=>"13"}
  • {"month"=>"9", "year"=>"2014", "pdf_views"=>"7", "xml_views"=>"1", "html_views"=>"20"}
  • {"month"=>"10", "year"=>"2014", "pdf_views"=>"8", "xml_views"=>"1", "html_views"=>"27"}
  • {"month"=>"11", "year"=>"2014", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"26"}
  • {"month"=>"12", "year"=>"2014", "pdf_views"=>"4", "xml_views"=>"3", "html_views"=>"21"}
  • {"month"=>"1", "year"=>"2015", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"29"}
  • {"month"=>"2", "year"=>"2015", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"17"}
  • {"month"=>"3", "year"=>"2015", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"31"}
  • {"month"=>"4", "year"=>"2015", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"23"}
  • {"month"=>"5", "year"=>"2015", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"21"}
  • {"month"=>"6", "year"=>"2015", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"27"}
  • {"month"=>"7", "year"=>"2015", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"15"}
  • {"month"=>"8", "year"=>"2015", "pdf_views"=>"1", "xml_views"=>"1", "html_views"=>"21"}
  • {"month"=>"9", "year"=>"2015", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"12"}
  • {"month"=>"10", "year"=>"2015", "pdf_views"=>"13", "xml_views"=>"1", "html_views"=>"14"}
  • {"month"=>"11", "year"=>"2015", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"12"}
  • {"month"=>"12", "year"=>"2015", "pdf_views"=>"6", "xml_views"=>"1", "html_views"=>"17"}
  • {"month"=>"1", "year"=>"2016", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"21"}
  • {"month"=>"2", "year"=>"2016", "pdf_views"=>"0", "xml_views"=>"0", "html_views"=>"12"}
  • {"month"=>"3", "year"=>"2016", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"18"}
  • {"month"=>"4", "year"=>"2016", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"12"}
  • {"month"=>"5", "year"=>"2016", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"10"}
  • {"month"=>"6", "year"=>"2016", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"10"}
  • {"month"=>"7", "year"=>"2016", "pdf_views"=>"0", "xml_views"=>"0", "html_views"=>"8"}
  • {"month"=>"8", "year"=>"2016", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"15"}
  • {"month"=>"9", "year"=>"2016", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"17"}
  • {"month"=>"10", "year"=>"2016", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"13"}
  • {"month"=>"11", "year"=>"2016", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"21"}
  • {"month"=>"12", "year"=>"2016", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"16"}
  • {"month"=>"1", "year"=>"2017", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"36"}
  • {"month"=>"2", "year"=>"2017", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"50"}
  • {"month"=>"3", "year"=>"2017", "pdf_views"=>"2", "xml_views"=>"1", "html_views"=>"37"}
  • {"month"=>"4", "year"=>"2017", "pdf_views"=>"19", "xml_views"=>"0", "html_views"=>"29"}
  • {"month"=>"5", "year"=>"2017", "pdf_views"=>"8", "xml_views"=>"1", "html_views"=>"23"}
  • {"month"=>"6", "year"=>"2017", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"44"}
  • {"month"=>"7", "year"=>"2017", "pdf_views"=>"7", "xml_views"=>"2", "html_views"=>"49"}
  • {"month"=>"8", "year"=>"2017", "pdf_views"=>"5", "xml_views"=>"1", "html_views"=>"17"}
  • {"month"=>"9", "year"=>"2017", "pdf_views"=>"6", "xml_views"=>"2", "html_views"=>"23"}
  • {"month"=>"10", "year"=>"2017", "pdf_views"=>"10", "xml_views"=>"1", "html_views"=>"26"}
  • {"month"=>"11", "year"=>"2017", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"64"}
  • {"month"=>"12", "year"=>"2017", "pdf_views"=>"6", "xml_views"=>"1", "html_views"=>"24"}
  • {"month"=>"1", "year"=>"2018", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"11"}
  • {"month"=>"2", "year"=>"2018", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"12"}
  • {"month"=>"3", "year"=>"2018", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"8"}
  • {"month"=>"4", "year"=>"2018", "pdf_views"=>"17", "xml_views"=>"1", "html_views"=>"14"}
  • {"month"=>"5", "year"=>"2018", "pdf_views"=>"11", "xml_views"=>"1", "html_views"=>"12"}
  • {"month"=>"6", "year"=>"2018", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"5"}
  • {"month"=>"7", "year"=>"2018", "pdf_views"=>"9", "xml_views"=>"3", "html_views"=>"12"}
  • {"month"=>"8", "year"=>"2018", "pdf_views"=>"6", "xml_views"=>"1", "html_views"=>"6"}
  • {"month"=>"9", "year"=>"2018", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"13"}
  • {"month"=>"10", "year"=>"2018", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"5"}
  • {"month"=>"11", "year"=>"2018", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"5"}
  • {"month"=>"12", "year"=>"2018", "pdf_views"=>"0", "xml_views"=>"0", "html_views"=>"3"}
  • {"month"=>"1", "year"=>"2019", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"4"}
  • {"month"=>"2", "year"=>"2019", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"8"}
  • {"month"=>"3", "year"=>"2019", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"16"}
  • {"month"=>"4", "year"=>"2019", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"3"}
  • {"month"=>"5", "year"=>"2019", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"6"}
  • {"month"=>"6", "year"=>"2019", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"2"}
  • {"month"=>"7", "year"=>"2019", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"13"}
  • {"month"=>"8", "year"=>"2019", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"4"}
  • {"month"=>"9", "year"=>"2019", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"5"}

Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/569279"], "description"=>"<p>T1, T2 and FA images of an infant scanned at 2 weeks, 3, 6, 9 and 12 months.</p>", "links"=>[], "tags"=>["t2", "fa", "images", "scanned", "12"], "article_id"=>239765, "categories"=>["Neuroscience", "Developmental Biology"], "users"=>["Li Wang", "Feng Shi", "Pew-Thian Yap", "John H. Gilmore", "Weili Lin", "Dinggang Shen"], "doi"=>["https://dx.doi.org/10.1371/journal.pone.0044596.g001"], "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_T1_T2_and_FA_images_of_an_infant_scanned_at_2_weeks_3_6_9_and_12_months_/239765", "title"=>"T1, T2 and FA images of an infant scanned at 2 weeks, 3, 6, 9 and 12 months.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 22:40:20"}
  • {"files"=>["https://ndownloader.figshare.com/files/569345"], "description"=>"<p>The proposed framework for segmentation of serial infant brain MR images.</p>", "links"=>[], "tags"=>["segmentation", "serial", "mr"], "article_id"=>239838, "categories"=>["Neuroscience", "Developmental Biology"], "users"=>["Li Wang", "Feng Shi", "Pew-Thian Yap", "John H. Gilmore", "Weili Lin", "Dinggang Shen"], "doi"=>["https://dx.doi.org/10.1371/journal.pone.0044596.g002"], "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_The_proposed_framework_for_segmentation_of_serial_infant_brain_MR_images_/239838", "title"=>"The proposed framework for segmentation of serial infant brain MR images.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 22:40:44"}
  • {"files"=>["https://ndownloader.figshare.com/files/569419"], "description"=>"<p>The evolutions of and are not only influenced by the information from the current image but is also adaptively constrained by longitudinal information from the image at another time-point , weighted by , where , and are the interfaces between WM/GM, GM/CSF, and CSF/Background, respectively. (b) The weight parameters for the image at each time-point (the last time point is 12 months).</p>", "links"=>[], "tags"=>["longitudinal", "guided", "level-sets"], "article_id"=>239909, "categories"=>["Neuroscience", "Developmental Biology"], "users"=>["Li Wang", "Feng Shi", "Pew-Thian Yap", "John H. Gilmore", "Weili Lin", "Dinggang Shen"], "doi"=>["https://dx.doi.org/10.1371/journal.pone.0044596.g003"], "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_a_Longitudinal_guided_level_sets_segmentation_/239909", "title"=>"(a) Longitudinal guided level-sets segmentation.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 22:41:10"}
  • {"files"=>["https://ndownloader.figshare.com/files/569511"], "description"=>"<p>The original images are shown in <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0044596#pone-0044596-g001\" target=\"_blank\">Fig. 1</a>. The blue circles mark the obvious difference between the results given by <i>CoupledLS(T1+T2)</i> and <i>CoupledLS(T1+T2+FA)</i>, while the red circles mark the obvious difference between the results given by <i>LongLS(T1+T2)</i> and <i>Proposed(T1+T2+FA)</i>.</p>", "links"=>[], "tags"=>["segmentation"], "article_id"=>240004, "categories"=>["Neuroscience", "Developmental Biology"], "users"=>["Li Wang", "Feng Shi", "Pew-Thian Yap", "John H. Gilmore", "Weili Lin", "Dinggang Shen"], "doi"=>["https://dx.doi.org/10.1371/journal.pone.0044596.g004"], "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_From_top_to_bottom_show_the_segmentation_results_of_CoupledLS_T1_T2_22_CoupledLS_T1_T2_FA_22_LongLS_T1_T2_17_the_proposed_method_and_manual_ground_truth_/240004", "title"=>"From top to bottom show the segmentation results of <i>CoupledLS(T1+T2)</i>[<b>22</b>], <i>CoupledLS(T1+T2+FA)</i>[<b>22</b>], <i>LongLS(T1+T2)</i>[<b>17</b>], the proposed method and manual ground truth.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 22:41:43"}
  • {"files"=>["https://ndownloader.figshare.com/files/569610"], "description"=>"<p>The proposed method achieves significant (p0.01) higher Dice ratio than other methods.</p>", "links"=>[], "tags"=>["dice", "ratios", "methods", "28"], "article_id"=>240102, "categories"=>["Neuroscience", "Developmental Biology"], "users"=>["Li Wang", "Feng Shi", "Pew-Thian Yap", "John H. Gilmore", "Weili Lin", "Dinggang Shen"], "doi"=>["https://dx.doi.org/10.1371/journal.pone.0044596.g005"], "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_The_average_Dice_ratios_of_different_methods_on_28_subjects_/240102", "title"=>"The average Dice ratios of different methods on 28 subjects.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 22:42:10"}
  • {"files"=>["https://ndownloader.figshare.com/files/569682"], "description"=>"<p>The lower part shows the zoomed views of the upper part.</p>", "links"=>[], "tags"=>["coupled", "sets"], "article_id"=>240175, "categories"=>["Neuroscience", "Developmental Biology"], "users"=>["Li Wang", "Feng Shi", "Pew-Thian Yap", "John H. Gilmore", "Weili Lin", "Dinggang Shen"], "doi"=>["https://dx.doi.org/10.1371/journal.pone.0044596.g006"], "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Surface_comparison_between_the_coupled_level_sets_CoupledLS_22_and_the_proposed_method_/240175", "title"=>"Surface comparison between the coupled level sets (CoupledLS) [<b>22</b>] and the proposed method.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 22:42:34"}
  • {"files"=>["https://ndownloader.figshare.com/files/569779"], "description"=>"<p><a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0044596#pone.0044596-Shi5\" target=\"_blank\">[<b>12</b>] </a><b>and the proposed method.</b> The lower part shows the zoomed views of the upper part. From left to right: results at 2 weeks, 3, 6, 9 and 12 months.</p>", "links"=>[], "tags"=>["voxelwise", "expectation-maximization"], "article_id"=>240273, "categories"=>["Neuroscience", "Developmental Biology"], "users"=>["Li Wang", "Feng Shi", "Pew-Thian Yap", "John H. Gilmore", "Weili Lin", "Dinggang Shen"], "doi"=>["https://dx.doi.org/10.1371/journal.pone.0044596.g007"], "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Surface_comparison_between_Voxelwise_Expectation_Maximization_EM_method_/240273", "title"=>"Surface comparison between Voxelwise Expectation-Maximization (EM) method", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 22:43:03"}
  • {"files"=>["https://ndownloader.figshare.com/files/569884"], "description"=>"<p>From left to right: original T1, T2, FA images and results of Voxelwise Expectation-Maximization (EM) <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0044596#pone.0044596-Shi5\" target=\"_blank\">[12]</a>, proposed and manual ground truth. From top to bottom, images acquired at 2 weeks, 3, 6, 9 and 12 months.</p>", "links"=>[], "tags"=>["automated", "segmentation"], "article_id"=>240380, "categories"=>["Neuroscience", "Developmental Biology"], "users"=>["Li Wang", "Feng Shi", "Pew-Thian Yap", "John H. Gilmore", "Weili Lin", "Dinggang Shen"], "doi"=>["https://dx.doi.org/10.1371/journal.pone.0044596.g008"], "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Comparisons_of_the_automated_segmentation_results_with_the_ground_truth_/240380", "title"=>"Comparisons of the automated segmentation results with the ground truth.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 22:43:37"}
  • {"files"=>["https://ndownloader.figshare.com/files/570005"], "description"=>"<p>The proposed method achieves significant (p0.01) higher Dice ratio at all time-points.</p>", "links"=>[], "tags"=>["dice", "ratios", "automated", "segmentations", "derived", "voxelwise", "expectation-maximization"], "article_id"=>240492, "categories"=>["Neuroscience", "Developmental Biology"], "users"=>["Li Wang", "Feng Shi", "Pew-Thian Yap", "John H. Gilmore", "Weili Lin", "Dinggang Shen"], "doi"=>["https://dx.doi.org/10.1371/journal.pone.0044596.g009"], "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Averaged_Dice_ratios_between_manual_ground_truth_and_automated_segmentations_derived_by_Voxelwise_Expectation_Maximization_EM_12_and_the_proposed_method_/240492", "title"=>"Averaged Dice ratios between manual ground truth and automated segmentations derived by Voxelwise Expectation-Maximization (EM) [<b>12</b>] and the proposed method.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 22:44:13"}
  • {"files"=>["https://ndownloader.figshare.com/files/570066"], "description"=>"<p><i>Right</i>: Scatterplots of cortical GM and WM volumes in terms of percentage of the total brain volume.</p>", "links"=>[], "tags"=>["scatterplots", "cortical", "gm", "wm", "volumes"], "article_id"=>240561, "categories"=>["Neuroscience", "Developmental Biology"], "users"=>["Li Wang", "Feng Shi", "Pew-Thian Yap", "John H. Gilmore", "Weili Lin", "Dinggang Shen"], "doi"=>["https://dx.doi.org/10.1371/journal.pone.0044596.g010"], "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Left_Scatterplots_of_TBV_cortical_GM_and_WM_volumes_by_age_at_scan_/240561", "title"=>"<i>Left</i>: Scatterplots of TBV, cortical GM and WM volumes by age at scan.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 22:44:37"}

PMC Usage Stats | Further Information

  • {"unique-ip"=>"9", "full-text"=>"5", "pdf"=>"4", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"7", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"10"}
  • {"unique-ip"=>"11", "full-text"=>"8", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"12"}
  • {"unique-ip"=>"6", "full-text"=>"14", "pdf"=>"0", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"1"}
  • {"unique-ip"=>"8", "full-text"=>"7", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"14", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"3"}
  • {"unique-ip"=>"6", "full-text"=>"7", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"2"}
  • {"unique-ip"=>"7", "full-text"=>"10", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"4"}
  • {"unique-ip"=>"6", "full-text"=>"3", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"11"}
  • {"unique-ip"=>"7", "full-text"=>"9", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"5"}
  • {"unique-ip"=>"12", "full-text"=>"8", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"6"}
  • {"unique-ip"=>"7", "full-text"=>"5", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"7"}
  • {"unique-ip"=>"6", "full-text"=>"6", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"9"}
  • {"unique-ip"=>"7", "full-text"=>"5", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"10"}
  • {"unique-ip"=>"1", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"11"}
  • {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"12"}
  • {"unique-ip"=>"2", "full-text"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"1"}
  • {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"10", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"2"}
  • {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"3"}
  • {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"5"}
  • {"unique-ip"=>"4", "full-text"=>"3", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"6"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"4"}
  • {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"4"}
  • {"unique-ip"=>"12", "full-text"=>"12", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"5"}
  • {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"6"}
  • {"unique-ip"=>"3", "full-text"=>"21", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"7"}
  • {"unique-ip"=>"6", "full-text"=>"7", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"3"}
  • {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"2"}
  • {"unique-ip"=>"3", "full-text"=>"1", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"8"}
  • {"unique-ip"=>"5", "full-text"=>"5", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"9"}
  • {"unique-ip"=>"6", "full-text"=>"30", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2015", "month"=>"10"}
  • {"unique-ip"=>"4", "full-text"=>"2", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"7"}
  • {"unique-ip"=>"7", "full-text"=>"2", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"8"}
  • {"unique-ip"=>"5", "full-text"=>"7", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"9"}
  • {"unique-ip"=>"5", "full-text"=>"2", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"10"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
  • {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"11"}
  • {"unique-ip"=>"5", "full-text"=>"5", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"12"}
  • {"unique-ip"=>"6", "full-text"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"1"}
  • {"unique-ip"=>"4", "full-text"=>"2", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"2", "year"=>"2015", "month"=>"11"}
  • {"unique-ip"=>"1", "full-text"=>"0", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"4"}
  • {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"5"}
  • {"unique-ip"=>"2", "full-text"=>"5", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"6"}
  • {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"7"}
  • {"unique-ip"=>"9", "full-text"=>"7", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"8"}
  • {"unique-ip"=>"4", "full-text"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"9"}
  • {"unique-ip"=>"4", "full-text"=>"3", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
  • {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
  • {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"12"}
  • {"unique-ip"=>"1", "full-text"=>"0", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2017", "month"=>"1"}
  • {"unique-ip"=>"5", "full-text"=>"4", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"2"}
  • {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"4"}
  • {"unique-ip"=>"6", "full-text"=>"4", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"5"}
  • {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"6"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"7"}
  • {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"8"}
  • {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"9"}
  • {"unique-ip"=>"5", "full-text"=>"4", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"11"}
  • {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"3"}
  • {"unique-ip"=>"6", "full-text"=>"7", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"1"}
  • {"unique-ip"=>"6", "full-text"=>"2", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"5"}
  • {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
  • {"unique-ip"=>"4", "full-text"=>"1", "pdf"=>"8", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
  • {"unique-ip"=>"3", "full-text"=>"5", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
  • {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
  • {"unique-ip"=>"1", "full-text"=>"0", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"9"}
  • {"unique-ip"=>"5", "full-text"=>"5", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"12"}
  • {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"2"}
  • {"unique-ip"=>"6", "full-text"=>"5", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"3"}
  • {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"4"}
  • {"unique-ip"=>"8", "full-text"=>"8", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"8"}

Relative Metric

{"start_date"=>"2012-01-01T00:00:00Z", "end_date"=>"2012-12-31T00:00:00Z", "subject_areas"=>[{"subject_area"=>"/Biology and life sciences", "average_usage"=>[322, 550, 671, 773, 864, 955, 1048, 1135, 1223, 1308, 1387, 1465, 1534, 1602, 1673, 1744, 1813, 1885, 1955, 2026, 2093, 2160, 2228, 2290, 2349]}, {"subject_area"=>"/Biology and life sciences/Anatomy", "average_usage"=>[308, 530, 649, 751, 844, 933, 1021, 1107, 1194, 1277, 1357, 1426, 1501, 1572, 1634, 1702, 1768, 1838, 1910, 1976, 2046, 2114, 2181, 2241, 2298]}, {"subject_area"=>"/Biology and life sciences/Anatomy and physiology", "average_usage"=>[307, 540, 660, 756, 847, 936, 1025, 1111, 1199, 1282, 1361, 1432]}, {"subject_area"=>"/Biology and life sciences/Physiology", "average_usage"=>[307, 536, 653, 753, 839, 926, 1017, 1103, 1189, 1268, 1348, 1425, 1492, 1557, 1620, 1686, 1759, 1825, 1891, 1950, 2014, 2079, 2141, 2200, 2255]}, {"subject_area"=>"/Medicine and health sciences/Anatomy", "average_usage"=>[307, 529, 649, 751, 845, 936, 1025, 1113, 1197, 1284, 1360, 1432, 1501, 1570, 1632, 1697, 1765, 1834, 1904, 1972, 2041, 2107, 2170, 2231, 2292]}, {"subject_area"=>"/Medicine and health sciences/Diagnostic medicine", "average_usage"=>[303, 515, 631, 731, 816, 904, 995, 1087, 1171, 1251, 1334, 1405, 1474, 1539, 1615, 1679, 1745, 1806, 1874, 1943, 2006, 2070, 2141, 2199, 2263]}, {"subject_area"=>"/Medicine and health sciences/Physiology", "average_usage"=>[308, 535, 653, 754, 847, 930, 1020, 1103, 1188, 1268, 1351, 1420, 1487, 1550, 1614, 1679, 1757, 1830, 1898, 1961, 2024, 2086, 2150, 2216, 2266]}, {"subject_area"=>"/Medicine and health sciences/Radiology and imaging", "average_usage"=>[284, 475, 594, 690, 776, 854, 938, 1018, 1106, 1184, 1260, 1351, 1424, 1485, 1543, 1598, 1673, 1763, 1829, 1888, 1949, 2022, 2072, 2119, 2175]}, {"subject_area"=>"/People and places", "average_usage"=>[330, 562, 680, 783, 875, 964, 1062, 1152, 1240, 1327, 1406, 1483, 1561, 1632, 1701, 1770, 1849, 1922, 1993, 2059, 2131, 2197, 2271, 2335, 2403]}, {"subject_area"=>"/People and places/Population groupings", "average_usage"=>[325, 565, 687, 787, 880, 971, 1065, 1156, 1244, 1339, 1424, 1502, 1582, 1654, 1724, 1794, 1855, 1925, 1997, 2058, 2132, 2207, 2285, 2347, 2412]}]}
Loading … Spinner
There are currently no alerts