Patterns of Information-Seeking for Cancer on the Internet: An Analysis of Real World Data
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Mendeley | Further Information

{"title"=>"Patterns of Information-Seeking for Cancer on the Internet: An Analysis of Real World Data", "type"=>"journal", "authors"=>[{"first_name"=>"Yishai", "last_name"=>"Ofran", "scopus_author_id"=>"23005871600"}, {"first_name"=>"Ora", "last_name"=>"Paltiel", "scopus_author_id"=>"7005462556"}, {"first_name"=>"Dan", "last_name"=>"Pelleg", "scopus_author_id"=>"6506852172"}, {"first_name"=>"Jacob M.", "last_name"=>"Rowe", "scopus_author_id"=>"55347951100"}, {"first_name"=>"Elad", "last_name"=>"Yom-Tov", "scopus_author_id"=>"6602557629"}], "year"=>2012, "source"=>"PLoS ONE", "identifiers"=>{"pui"=>"365719348", "issn"=>"19326203", "isbn"=>"1932-6203 (Electronic)\\r1932-6203 (Linking)", "doi"=>"10.1371/journal.pone.0045921", "scopus"=>"2-s2.0-84866719043", "pmid"=>"23029317", "sgr"=>"84866719043"}, "id"=>"a427aa48-bd94-3a5b-a6fa-f0f79f46923b", "abstract"=>"Although traditionally the primary information sources for cancer patients have been the treating medical team, patients and their relatives increasingly turn to the Internet, though this source may be misleading and confusing. We assess Internet searching patterns to understand the information needs of cancer patients and their acquaintances, as well as to discern their underlying psychological states. We screened 232,681 anonymous users who initiated cancer-specific queries on the Yahoo Web search engine over three months, and selected for study users with high levels of interest in this topic. Searches were partitioned by expected survival for the disease being searched. We compared the search patterns of anonymous users and their contacts. Users seeking information on aggressive malignancies exhibited shorter search periods, focusing on disease- and treatment-related information. Users seeking knowledge regarding more indolent tumors searched for longer periods, alternated between different subjects, and demonstrated a high interest in topics such as support groups. Acquaintances searched for longer periods than the proband user when seeking information on aggressive (compared to indolent) cancers. Information needs can be modeled as transitioning between five discrete states, each with a unique signature representing the type of information of interest to the user. Thus, early phases of information-seeking for cancer follow a specific dynamic pattern. Areas of interest are disease dependent and vary between probands and their contacts. These patterns can be used by physicians and medical Web site authors to tailor information to the needs of patients and family members.", "link"=>"http://www.mendeley.com/research/patterns-informationseeking-cancer-internet-analysis-real-world-data", "reader_count"=>40, "reader_count_by_academic_status"=>{"Professor > Associate Professor"=>1, "Librarian"=>2, "Researcher"=>8, "Student > Doctoral Student"=>3, "Student > Ph. D. Student"=>12, "Student > Postgraduate"=>3, "Other"=>2, "Student > Master"=>6, "Lecturer > Senior Lecturer"=>1, "Unspecified"=>2}, "reader_count_by_user_role"=>{"Professor > Associate Professor"=>1, "Librarian"=>2, "Researcher"=>8, "Student > Doctoral Student"=>3, "Student > Ph. D. Student"=>12, "Student > Postgraduate"=>3, "Other"=>2, "Student > Master"=>6, "Lecturer > Senior Lecturer"=>1, "Unspecified"=>2}, "reader_count_by_subject_area"=>{"Engineering"=>3, "Unspecified"=>6, "Nursing and Health Professions"=>3, "Agricultural and Biological Sciences"=>3, "Medicine and Dentistry"=>7, "Arts and Humanities"=>1, "Business, Management and Accounting"=>1, "Psychology"=>2, "Social Sciences"=>4, "Computer Science"=>10}, "reader_count_by_subdiscipline"=>{"Engineering"=>{"Engineering"=>3}, "Medicine and Dentistry"=>{"Medicine and Dentistry"=>7}, "Social Sciences"=>{"Social Sciences"=>4}, "Psychology"=>{"Psychology"=>2}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>3}, "Computer Science"=>{"Computer Science"=>10}, "Nursing and Health Professions"=>{"Nursing and Health Professions"=>3}, "Business, Management and Accounting"=>{"Business, Management and Accounting"=>1}, "Unspecified"=>{"Unspecified"=>6}, "Arts and Humanities"=>{"Arts and Humanities"=>1}}, "reader_count_by_country"=>{"United States"=>4, "United Kingdom"=>2, "Australia"=>1}, "group_count"=>2}

Scopus | Further Information

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Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/573275"], "description"=>"<p>Categories of Web pages and the number of pages labeled within the category by Mechanical Turk.</p>", "links"=>[], "tags"=>["pages", "labeled"], "article_id"=>243765, "categories"=>["Information And Computing Sciences", "Medicine", "Cancer", "Biotechnology"], "users"=>["Yishai Ofran", "Ora Paltiel", "Dan Pelleg", "Jacob M. Rowe", "Elad Yom-Tov"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0045921.t001", "stats"=>{"downloads"=>0, "page_views"=>1, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Categories_of_Web_pages_and_the_number_of_pages_labeled_within_the_category_by_Mechanical_Turk_/243765", "title"=>"Categories of Web pages and the number of pages labeled within the category by Mechanical Turk.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2013-02-19 23:02:05"}
  • {"files"=>["https://ndownloader.figshare.com/files/572913"], "description"=>"<p>The incidence of cancers is strongly correlated with the frequency at which queries related to them are posted on the Internet.</p>", "links"=>[], "tags"=>["queries", "cancer", "age-adjusted"], "article_id"=>243398, "categories"=>["Information And Computing Sciences", "Medicine", "Cancer", "Biotechnology"], "users"=>["Yishai Ofran", "Ora Paltiel", "Dan Pelleg", "Jacob M. Rowe", "Elad Yom-Tov"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0045921.g001", "stats"=>{"downloads"=>2, "page_views"=>8, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Percentage_of_queries_for_each_cancer_as_a_function_of_age_adjusted_relative_incidence_/243398", "title"=>"Percentage of queries for each cancer as a function of age-adjusted relative incidence.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 23:00:03"}
  • {"files"=>["https://ndownloader.figshare.com/files/573046"], "description"=>"<p>The state transitions for cancers with below-median survival are more string-like, with the first two states being the most stable states. Conversely, the state diagrams for the more indolent diseases are highly interconnected, transitions between states are more symmetric, and the most stable states are the last three states. The table shows all page categories (observable states) with a probability greater than 0.05 for each of the hidden HMM states, ordered by decreasing likelihood. While output states are similar for both groups of diseases, they are ranked differently. Furthermore, searchers for cancers with below-median survival look for treatment information later in the search process. Interestingly, support only appears as a significant output state for indolent cancers.</p>", "links"=>[], "tags"=>["transitions", "searches", "diseases", "above-median", "below-median", "5-year", "states", "hmms"], "article_id"=>243526, "categories"=>["Information And Computing Sciences", "Medicine", "Cancer", "Biotechnology"], "users"=>["Yishai Ofran", "Ora Paltiel", "Dan Pelleg", "Jacob M. Rowe", "Elad Yom-Tov"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0045921.g003", "stats"=>{"downloads"=>1, "page_views"=>4, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_State_transitions_in_searches_for_diseases_with_above_median_top_and_below_median_middle_5_year_survival_together_with_the_most_likely_output_states_of_the_HMMs_bottom_/243526", "title"=>"State transitions in searches for diseases with above-median (top) and below-median (middle) 5-year survival, together with the most likely output states of the HMMs (bottom).", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 23:00:49"}
  • {"files"=>["https://ndownloader.figshare.com/files/573133"], "description"=>"<p>a. When patients are diagnosed with cancer, they obtain information from physicians, the Internet and their friends and family. By characterizing patients information-seeking pattern we can better understand patients' needs. B. Patterns of Internet search reflect underlying psychological states. Most likely output states identified by HMMs are similar for both indolent and aggressive diseases and are represented by the colored squares. However, searchers for information on aggressive cancers look for treatment information later in the search process, while support only appears as a significant output state for indolent cancers. C. Time-line of cancer-related search by the proband seeker (most likely the patient or his primary caregiver) and other acquaintances. Acquaintances are very active searchers for aggressive diseases but much less so for indolent diseases, with a shorter search period which does not overlap with that of the initial searchers.</p>", "links"=>[], "tags"=>["public health and epidemiology", "oncology", "computer science", "Non-clinical medicine"], "article_id"=>243625, "categories"=>["Information And Computing Sciences", "Medicine", "Cancer", "Biotechnology"], "users"=>["Yishai Ofran", "Ora Paltiel", "Dan Pelleg", "Jacob M. Rowe", "Elad Yom-Tov"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0045921.g004", "stats"=>{"downloads"=>2, "page_views"=>2, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Overview_of_model_of_search_pattern_/243625", "title"=>"Overview of model of search pattern.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 23:01:21"}
  • {"files"=>["https://ndownloader.figshare.com/files/572970"], "description"=>"<p>This graph shows the average error in predicting the page category that a 25% subset of the population of users will browse, given their past browsing behavior and the model of user searches constructed using a different subset (the remaining 75%) of the population. The lowest error is reached for 5 hidden states, suggesting that users pass through five phases of search during their search process.</p>", "links"=>[], "tags"=>["public health and epidemiology", "oncology", "computer science", "Non-clinical medicine"], "article_id"=>243455, "categories"=>["Information And Computing Sciences", "Medicine", "Cancer", "Biotechnology"], "users"=>["Yishai Ofran", "Ora Paltiel", "Dan Pelleg", "Jacob M. Rowe", "Elad Yom-Tov"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0045921.g002", "stats"=>{"downloads"=>1, "page_views"=>2, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Prediction_error_as_a_function_of_the_number_of_hidden_states_/243455", "title"=>"Prediction error as a function of the number of hidden states.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 23:00:23"}

PMC Usage Stats | Further Information

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  • {"unique-ip"=>"14", "full-text"=>"17", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"3"}
  • {"unique-ip"=>"21", "full-text"=>"23", "pdf"=>"9", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"2"}
  • {"unique-ip"=>"22", "full-text"=>"38", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"4"}
  • {"unique-ip"=>"10", "full-text"=>"8", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"11"}
  • {"unique-ip"=>"17", "full-text"=>"13", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"5"}
  • {"unique-ip"=>"22", "full-text"=>"20", "pdf"=>"12", "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"=>"8", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"7"}
  • {"unique-ip"=>"6", "full-text"=>"7", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"8"}
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  • {"unique-ip"=>"8", "full-text"=>"16", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"10"}
  • {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"11"}
  • {"unique-ip"=>"6", "full-text"=>"5", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"12"}
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  • {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"4"}
  • {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"4"}
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  • {"unique-ip"=>"10", "full-text"=>"9", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"10"}
  • {"unique-ip"=>"12", "full-text"=>"11", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2014", "month"=>"7"}
  • {"unique-ip"=>"12", "full-text"=>"7", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2014", "month"=>"8"}
  • {"unique-ip"=>"6", "full-text"=>"6", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"9"}
  • {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"10"}
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  • {"unique-ip"=>"11", "full-text"=>"10", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"12"}
  • {"unique-ip"=>"7", "full-text"=>"10", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"1"}
  • {"unique-ip"=>"11", "full-text"=>"10", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"2", "year"=>"2015", "month"=>"11"}
  • {"unique-ip"=>"10", "full-text"=>"8", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"12"}
  • {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
  • {"unique-ip"=>"7", "full-text"=>"5", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"3"}
  • {"unique-ip"=>"7", "full-text"=>"13", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"4", "year"=>"2016", "month"=>"4"}
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Relative Metric

{"start_date"=>"2012-01-01T00:00:00Z", "end_date"=>"2012-12-31T00:00:00Z", "subject_areas"=>[{"subject_area"=>"/Computer and information sciences", "average_usage"=>[352, 587, 696, 809, 901, 989, 1072, 1156, 1257, 1334, 1422, 1486, 1555, 1647, 1714, 1780, 1844, 1919, 1997, 2051, 2138, 2198, 2267, 2324, 2391]}, {"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"=>"/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]}, {"subject_area"=>"/Physical sciences", "average_usage"=>[304, 506, 616, 712, 799, 879, 968, 1052, 1134, 1212, 1284, 1357, 1427, 1494, 1557, 1621, 1689, 1756, 1823, 1883, 1944, 1997, 2056, 2118, 2171]}, {"subject_area"=>"/Physical sciences/Mathematics", "average_usage"=>[325, 522, 627, 718, 804, 884, 969, 1052, 1131, 1207, 1277, 1346, 1415, 1478, 1542, 1605, 1663, 1723, 1776, 1839, 1895, 1955, 2008, 2066, 2123]}]}
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