CiteULike

Mendeley | Further Information

{"title"=>"Identification of Breast Cancer Using Integrated Information from MRI and Mammography.", "type"=>"journal", "authors"=>[{"first_name"=>"Shih-Neng", "last_name"=>"Yang"}, {"first_name"=>"Fang-Jing", "last_name"=>"Li"}, {"first_name"=>"Yen-Hsiu", "last_name"=>"Liao"}, {"first_name"=>"Yueh-Sheng", "last_name"=>"Chen"}, {"first_name"=>"Wu-Chung", "last_name"=>"Shen"}, {"first_name"=>"Tzung-Chi", "last_name"=>"Huang"}], "year"=>2015, "source"=>"PloS one", "identifiers"=>{"issn"=>"1932-6203", "pmid"=>"26056841", "doi"=>"10.1371/journal.pone.0128404"}, "id"=>"010aeeb5-5073-3162-a16b-3da3b54f4086", "abstract"=>"OBJECTIVES Integration of information from corresponding regions between the breast MRI and an X-ray mammogram could benefit the detection of breast cancer in clinical diagnosis. We aimed to provide a framework of registration from breast MRI to mammography and to evaluate the diagnosis using the combined information. MATERIALS AND METHODS 43 patients with 46 lesions underwent both MRI and mammography scans, and the interval between the two examinations was around one month. The distribution of malignant to benign lesions was 31/46 based on histological results. Maximum intensity projection and thin-plate spline methods were applied for image registration for MRI to mammography. The diagnosis using integrated information was evaluated using results of histology as the reference. The assessment of annotations and statistical analysis were performed by the two radiologists. RESULTS For the cranio-caudal view, the mean post-registration error between MRI and mammography was 2.2±1.9 mm. For the medio-lateral oblique view, the proposed approach performed even better with a mean error of 3.0±2.4 mm. In the diagnosis using MRI assessment with information of mammography, the sensitivity was 91.9±2.3% (29/31, 28/31), specificity 70.0±4.7% (11/15, 10/15), accuracy 84.8±3.1% (40/46, 38/46), positive predictive value 86.4±2.1% (29/33, 28/33) and negative predictive value 80.8±5.4% (11/13, 10/13). CONCLUSION MRI with the aid of mammography shows potential improvements of sensitivity, specificity, accuracy, PPV and NPV in clinical breast cancer diagnosis compared to the use of MRI alone.", "link"=>"http://www.mendeley.com/research/identification-breast-cancer-using-integrated-information-mri-mammography-1", "reader_count"=>8, "reader_count_by_academic_status"=>{"Researcher"=>3, "Student > Doctoral Student"=>1, "Student > Ph. D. Student"=>1, "Student > Master"=>3}, "reader_count_by_user_role"=>{"Researcher"=>3, "Student > Doctoral Student"=>1, "Student > Ph. D. Student"=>1, "Student > Master"=>3}, "reader_count_by_subject_area"=>{"Unspecified"=>1, "Engineering"=>1, "Pharmacology, Toxicology and Pharmaceutical Science"=>1, "Physics and Astronomy"=>1, "Social Sciences"=>1, "Computer Science"=>3}, "reader_count_by_subdiscipline"=>{"Engineering"=>{"Engineering"=>1}, "Social Sciences"=>{"Social Sciences"=>1}, "Physics and Astronomy"=>{"Physics and Astronomy"=>1}, "Computer Science"=>{"Computer Science"=>3}, "Unspecified"=>{"Unspecified"=>1}, "Pharmacology, Toxicology and Pharmaceutical Science"=>{"Pharmacology, Toxicology and Pharmaceutical Science"=>1}}, "group_count"=>2}

ORCID

CrossRef

• http://doi.org/10.1002/mp.12611
• http://doi.org/10.1007/s11042-016-4161-0
• http://doi.org/10.1093/jb/mvw020
• http://doi.org/10.1007/s00138-019-01042-8

DataCite

Europe PMC Citations

Europe PMC Database Citations

PubMed Central

Scopus | Further Information

{"@_fa"=>"true", "link"=>[{"@_fa"=>"true", "@ref"=>"self", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84936805473"}, {"@_fa"=>"true", "@ref"=>"author-affiliation", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84936805473?field=author,affiliation"}, {"@_fa"=>"true", "@ref"=>"scopus", "@href"=>"https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84936805473&origin=inward"}, {"@_fa"=>"true", "@ref"=>"scopus-citedby", "@href"=>"https://www.scopus.com/inward/citedby.uri?partnerID=HzOxMe3b&scp=84936805473&origin=inward"}], "prism:url"=>"https://api.elsevier.com/content/abstract/scopus_id/84936805473", "dc:identifier"=>"SCOPUS_ID:84936805473", "eid"=>"2-s2.0-84936805473", "dc:title"=>"Identification of breast cancer using integrated information from MRI and mammography", "dc:creator"=>"Yang S.", "prism:publicationName"=>"PLoS ONE", "prism:eIssn"=>"19326203", "prism:volume"=>"10", "prism:issueIdentifier"=>"6", "prism:pageRange"=>nil, "prism:coverDate"=>"2015-06-09", "prism:coverDisplayDate"=>"9 June 2015", "prism:doi"=>"10.1371/journal.pone.0128404", "citedby-count"=>"12", "affiliation"=>[{"@_fa"=>"true", "affilname"=>"China Medical University Hospital Taichung", "affiliation-city"=>"Taichung", "affiliation-country"=>"Taiwan"}, {"@_fa"=>"true", "affilname"=>"China Medical University Taichung", "affiliation-city"=>"Taichung", "affiliation-country"=>"Taiwan"}], "pubmed-id"=>"26056841", "prism:aggregationType"=>"Journal", "subtype"=>"ar", "subtypeDescription"=>"Article", "article-number"=>"e0128404", "source-id"=>"10600153309", "openaccess"=>"1", "openaccessFlag"=>true}

Web of Science® | Further Information

Article Coverage

Article Coverage Curated

Facebook

• {"url"=>"http%3A%2F%2Fjournals.plos.org%2Fplosone%2Farticle%3Fid%3D10.1371%252Fjournal.pone.0128404", "share_count"=>1, "like_count"=>0, "comment_count"=>0, "click_count"=>0, "total_count"=>1}

Journal Comments

Nature

Reddit

Twitter

Wikipedia

Counter

• {"month"=>"6", "year"=>"2015", "pdf_views"=>"56", "xml_views"=>"12", "html_views"=>"592"}
• {"month"=>"7", "year"=>"2015", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"62"}
• {"month"=>"8", "year"=>"2015", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"67"}
• {"month"=>"9", "year"=>"2015", "pdf_views"=>"7", "xml_views"=>"1", "html_views"=>"35"}
• {"month"=>"10", "year"=>"2015", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"41"}
• {"month"=>"11", "year"=>"2015", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"27"}
• {"month"=>"12", "year"=>"2015", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"15"}
• {"month"=>"1", "year"=>"2016", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"19"}
• {"month"=>"2", "year"=>"2016", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"19"}
• {"month"=>"3", "year"=>"2016", "pdf_views"=>"7", "xml_views"=>"1", "html_views"=>"38"}
• {"month"=>"4", "year"=>"2016", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"29"}
• {"month"=>"5", "year"=>"2016", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"14"}
• {"month"=>"6", "year"=>"2016", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"49"}
• {"month"=>"7", "year"=>"2016", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"11"}
• {"month"=>"8", "year"=>"2016", "pdf_views"=>"15", "xml_views"=>"0", "html_views"=>"54"}
• {"month"=>"9", "year"=>"2016", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"32"}
• {"month"=>"10", "year"=>"2016", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"19"}
• {"month"=>"11", "year"=>"2016", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"38"}
• {"month"=>"12", "year"=>"2016", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"18"}
• {"month"=>"1", "year"=>"2017", "pdf_views"=>"7", "xml_views"=>"1", "html_views"=>"29"}
• {"month"=>"2", "year"=>"2017", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"44"}
• {"month"=>"3", "year"=>"2017", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"36"}
• {"month"=>"4", "year"=>"2017", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"41"}
• {"month"=>"5", "year"=>"2017", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"42"}
• {"month"=>"6", "year"=>"2017", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"35"}
• {"month"=>"7", "year"=>"2017", "pdf_views"=>"12", "xml_views"=>"2", "html_views"=>"23"}
• {"month"=>"8", "year"=>"2017", "pdf_views"=>"0", "xml_views"=>"1", "html_views"=>"17"}
• {"month"=>"9", "year"=>"2017", "pdf_views"=>"8", "xml_views"=>"1", "html_views"=>"30"}
• {"month"=>"10", "year"=>"2017", "pdf_views"=>"10", "xml_views"=>"1", "html_views"=>"60"}
• {"month"=>"11", "year"=>"2017", "pdf_views"=>"8", "xml_views"=>"1", "html_views"=>"82"}
• {"month"=>"12", "year"=>"2017", "pdf_views"=>"10", "xml_views"=>"1", "html_views"=>"113"}
• {"month"=>"1", "year"=>"2018", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"45"}
• {"month"=>"2", "year"=>"2018", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"23"}
• {"month"=>"3", "year"=>"2018", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"29"}
• {"month"=>"4", "year"=>"2018", "pdf_views"=>"6", "xml_views"=>"1", "html_views"=>"15"}
• {"month"=>"5", "year"=>"2018", "pdf_views"=>"20", "xml_views"=>"1", "html_views"=>"24"}
• {"month"=>"6", "year"=>"2018", "pdf_views"=>"6", "xml_views"=>"3", "html_views"=>"17"}
• {"month"=>"7", "year"=>"2018", "pdf_views"=>"2", "xml_views"=>"3", "html_views"=>"18"}
• {"month"=>"8", "year"=>"2018", "pdf_views"=>"16", "xml_views"=>"1", "html_views"=>"30"}
• {"month"=>"9", "year"=>"2018", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"37"}
• {"month"=>"10", "year"=>"2018", "pdf_views"=>"9", "xml_views"=>"1", "html_views"=>"32"}
• {"month"=>"11", "year"=>"2018", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"25"}
• {"month"=>"12", "year"=>"2018", "pdf_views"=>"15", "xml_views"=>"0", "html_views"=>"17"}
• {"month"=>"1", "year"=>"2019", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"10"}
• {"month"=>"2", "year"=>"2019", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"7"}
• {"month"=>"3", "year"=>"2019", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"17"}
• {"month"=>"4", "year"=>"2019", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"26"}
• {"month"=>"5", "year"=>"2019", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"20"}
• {"month"=>"6", "year"=>"2019", "pdf_views"=>"15", "xml_views"=>"1", "html_views"=>"13"}
• {"month"=>"7", "year"=>"2019", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"13"}
• {"month"=>"8", "year"=>"2019", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"9"}
• {"month"=>"9", "year"=>"2019", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"13"}

Figshare

• {"files"=>["https://ndownloader.figshare.com/files/2103667"], "description"=>"<p>(a) the annotation (red) in MIP of MRI (b) (e) the annotation in mammography (green) (c) the fused annotations from MRI to the mammography (d) the registered MRI with annotation (red) (f) the fusion of registered annotation from MRI to mammography. The yellow area is the overlapping part between the annotations of the fused MRI and mammography.</p>", "links"=>[], "tags"=>["Maximum intensity projection", "breast cancer diagnosis", "npv", "mammography", "breast MRI", "Methods 43 patients", "information", "ppv"], "article_id"=>1443597, "categories"=>["Biological Sciences"], "users"=>["Shih-Neng Yang", "Fang-Jing Li", "Yen-Hsiu Liao", "Yueh-Sheng Chen", "Wu-Chung Shen", "Tzung-Chi Huang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0128404.g003", "stats"=>{"downloads"=>0, "page_views"=>18, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Illustration_of_the_pre_and_post_registration_of_breast_MRI_with_annotation_to_fuse_on_mammography_in_a_selected_patient_for_the_CC_view_/1443597", "title"=>"Illustration of the pre- and post- registration of breast MRI with annotation to fuse on mammography in a selected patient for the CC view.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-06-09 02:43:20"}
• {"files"=>["https://ndownloader.figshare.com/files/2103663"], "description"=>"<p>The proposed framework for MRI to mammography registration.</p>", "links"=>[], "tags"=>["Maximum intensity projection", "breast cancer diagnosis", "npv", "mammography", "breast MRI", "Methods 43 patients", "information", "ppv"], "article_id"=>1443593, "categories"=>["Biological Sciences"], "users"=>["Shih-Neng Yang", "Fang-Jing Li", "Yen-Hsiu Liao", "Yueh-Sheng Chen", "Wu-Chung Shen", "Tzung-Chi Huang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0128404.g001", "stats"=>{"downloads"=>3, "page_views"=>8, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_The_proposed_framework_for_MRI_to_mammography_registration_/1443593", "title"=>"The proposed framework for MRI to mammography registration.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-06-09 02:43:20"}
• {"files"=>["https://ndownloader.figshare.com/files/2103670"], "description"=>"<p>(a) the annotation (red) in MIP of MRI (b)(e) the annotation in mammography (green) (c) the fused annotations from MRI to the mammography (d) the registered MRI with annotation (red) (f) the fusion of registered annotation from MRI to mammography. The yellow area is the overlapping part between the annotations of the fused MRI and mammography.</p>", "links"=>[], "tags"=>["Maximum intensity projection", "breast cancer diagnosis", "npv", "mammography", "breast MRI", "Methods 43 patients", "information", "ppv"], "article_id"=>1443600, "categories"=>["Biological Sciences"], "users"=>["Shih-Neng Yang", "Fang-Jing Li", "Yen-Hsiu Liao", "Yueh-Sheng Chen", "Wu-Chung Shen", "Tzung-Chi Huang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0128404.g004", "stats"=>{"downloads"=>4, "page_views"=>71, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Illustration_of_the_pre_and_post_registration_of_breast_MRI_with_annotation_to_fuse_on_mammography_in_a_selected_patient_for_the_MLO_view_/1443600", "title"=>"Illustration of the pre- and post- registration of breast MRI with annotation to fuse on mammography in a selected patient for the MLO view.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-06-09 02:43:20"}
• {"files"=>["https://ndownloader.figshare.com/files/2103665"], "description"=>"<p>The study flowchart of evaluation of lesion using integrated information from MRI and mammography.</p>", "links"=>[], "tags"=>["Maximum intensity projection", "breast cancer diagnosis", "npv", "mammography", "breast MRI", "Methods 43 patients", "information", "ppv"], "article_id"=>1443595, "categories"=>["Biological Sciences"], "users"=>["Shih-Neng Yang", "Fang-Jing Li", "Yen-Hsiu Liao", "Yueh-Sheng Chen", "Wu-Chung Shen", "Tzung-Chi Huang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0128404.g002", "stats"=>{"downloads"=>4, "page_views"=>69, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_The_study_flowchart_of_evaluation_of_lesion_using_integrated_information_from_MRI_and_mammography_/1443595", "title"=>"The study flowchart of evaluation of lesion using integrated information from MRI and mammography.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-06-09 02:43:20"}
• {"files"=>["https://ndownloader.figshare.com/files/2103673"], "description"=>"<p>The comparison of histological results with indication of MRI assessment with/without information of mammography.</p>", "links"=>[], "tags"=>["Maximum intensity projection", "breast cancer diagnosis", "npv", "mammography", "breast MRI", "Methods 43 patients", "information", "ppv"], "article_id"=>1443603, "categories"=>["Biological Sciences"], "users"=>["Shih-Neng Yang", "Fang-Jing Li", "Yen-Hsiu Liao", "Yueh-Sheng Chen", "Wu-Chung Shen", "Tzung-Chi Huang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0128404.t004", "stats"=>{"downloads"=>3, "page_views"=>15, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_The_comparison_of_histological_results_with_indication_of_MRI_assessment_with_without_information_of_mammography_/1443603", "title"=>"The comparison of histological results with indication of MRI assessment with/without information of mammography.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-06-09 02:43:20"}
• {"files"=>["https://ndownloader.figshare.com/files/2103672"], "description"=>"<p>(a) MRI annotation (b) the kinetic curve for MRI annotations indicating the Type 3 for the lesion (c) the deformed MRI annotation to register the mammography (d) the microcalcification observed in mammography in corresponding contour.</p>", "links"=>[], "tags"=>["Maximum intensity projection", "breast cancer diagnosis", "npv", "mammography", "breast MRI", "Methods 43 patients", "information", "ppv"], "article_id"=>1443602, "categories"=>["Biological Sciences"], "users"=>["Shih-Neng Yang", "Fang-Jing Li", "Yen-Hsiu Liao", "Yueh-Sheng Chen", "Wu-Chung Shen", "Tzung-Chi Huang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0128404.g005", "stats"=>{"downloads"=>2, "page_views"=>12, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_A_54_year_old_woman_with_invasive_ductal_carcinoma_in_the_upper_outer_quadrant_of_the_left_breast_/1443602", "title"=>"A 54-year-old woman with invasive ductal carcinoma in the upper outer quadrant of the left breast.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-06-09 02:43:20"}

PMC Usage Stats | Further Information

• {"unique-ip"=>"21", "full-text"=>"30", "pdf"=>"16", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"6"}
• {"unique-ip"=>"38", "full-text"=>"41", "pdf"=>"14", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"25", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"7"}
• {"unique-ip"=>"46", "full-text"=>"42", "pdf"=>"12", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"9", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"8"}
• {"unique-ip"=>"41", "full-text"=>"41", "pdf"=>"10", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"17", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"9"}
• {"unique-ip"=>"43", "full-text"=>"44", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"19", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"10"}
• {"unique-ip"=>"23", "full-text"=>"23", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"11", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
• {"unique-ip"=>"33", "full-text"=>"40", "pdf"=>"13", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"11"}
• {"unique-ip"=>"34", "full-text"=>"33", "pdf"=>"13", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"12"}
• {"unique-ip"=>"14", "full-text"=>"15", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
• {"unique-ip"=>"35", "full-text"=>"42", "pdf"=>"13", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"18", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"3"}
• {"unique-ip"=>"38", "full-text"=>"52", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"10", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"4"}
• {"unique-ip"=>"29", "full-text"=>"31", "pdf"=>"10", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"12", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"5"}
• {"unique-ip"=>"26", "full-text"=>"26", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"6"}
• {"unique-ip"=>"24", "full-text"=>"25", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"7"}
• {"unique-ip"=>"28", "full-text"=>"35", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"11", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"8"}
• {"unique-ip"=>"29", "full-text"=>"38", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"15", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"9"}
• {"unique-ip"=>"30", "full-text"=>"42", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
• {"unique-ip"=>"30", "full-text"=>"31", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"11", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
• {"unique-ip"=>"23", "full-text"=>"24", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"10", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"12"}
• {"unique-ip"=>"36", "full-text"=>"41", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"14", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2017", "month"=>"1"}
• {"unique-ip"=>"22", "full-text"=>"23", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"7", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"2"}
• {"unique-ip"=>"36", "full-text"=>"34", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"9", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
• {"unique-ip"=>"26", "full-text"=>"33", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"4"}
• {"unique-ip"=>"26", "full-text"=>"29", "pdf"=>"14", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"5"}
• {"unique-ip"=>"27", "full-text"=>"46", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"21", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"6"}
• {"unique-ip"=>"13", "full-text"=>"12", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"7"}
• {"unique-ip"=>"17", "full-text"=>"17", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"20", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"8"}
• {"unique-ip"=>"19", "full-text"=>"21", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"9"}
• {"unique-ip"=>"32", "full-text"=>"31", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"12", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
• {"unique-ip"=>"33", "full-text"=>"34", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"13", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"11"}
• {"unique-ip"=>"21", "full-text"=>"13", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"12"}
• {"unique-ip"=>"15", "full-text"=>"16", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"1"}
• {"unique-ip"=>"16", "full-text"=>"16", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"3"}
• {"unique-ip"=>"21", "full-text"=>"25", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"1"}
• {"unique-ip"=>"24", "full-text"=>"27", "pdf"=>"8", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"12"}
• {"unique-ip"=>"27", "full-text"=>"23", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"4"}
• {"unique-ip"=>"20", "full-text"=>"30", "pdf"=>"16", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"5"}
• {"unique-ip"=>"18", "full-text"=>"20", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"9"}
• {"unique-ip"=>"20", "full-text"=>"19", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"7", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
• {"unique-ip"=>"19", "full-text"=>"23", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"9", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
• {"unique-ip"=>"22", "full-text"=>"28", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"11", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
• {"unique-ip"=>"15", "full-text"=>"13", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
• {"unique-ip"=>"22", "full-text"=>"25", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"12", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
• {"unique-ip"=>"15", "full-text"=>"13", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"2"}
• {"unique-ip"=>"29", "full-text"=>"27", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"9", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"3"}
• {"unique-ip"=>"26", "full-text"=>"24", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"4"}
• {"unique-ip"=>"24", "full-text"=>"27", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}
• {"unique-ip"=>"24", "full-text"=>"26", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"8"}

Relative Metric

{"start_date"=>"2015-01-01T00:00:00Z", "end_date"=>"2015-12-31T00:00:00Z", "subject_areas"=>[]}

F1000Prime