Modelling Heart Rate Kinetics
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{"title"=>"Modelling heart rate kinetics", "type"=>"journal", "authors"=>[{"first_name"=>"Maria S.", "last_name"=>"Zakynthinaki", "scopus_author_id"=>"8507231700"}], "year"=>2015, "source"=>"PLoS ONE", "identifiers"=>{"sgr"=>"84927582832", "doi"=>"10.1371/journal.pone.0118263", "issn"=>"19326203", "pui"=>"603767961", "isbn"=>"1932-6203 (Electronic)\r1932-6203 (Linking)", "pmid"=>"25876164", "scopus"=>"2-s2.0-84927582832"}, "id"=>"9fd2f71a-9635-3053-969c-8499ee9cd013", "abstract"=>"The objective of the present study was to formulate a simple and at the same time effective mathematical model of heart rate kinetics in response to movement (exercise). Based on an existing model, a system of two coupled differential equations which give the rate of change of heart rate and the rate of change of exercise intensity is used. The modifications introduced to the existing model are justified and discussed in detail, while models of blood lactate accumulation in respect to time and exercise intensity are also presented. The main modification is that the proposed model has now only one parameter which reflects the overall cardiovascular condition of the individual. The time elapsed after the beginning of the exercise, the intensity of the exercise, as well as blood lactate are also taken into account. Application of the model provides information regarding the individual's cardiovascular condition and is able to detect possible changes in it, across the data recording periods. To demonstrate examples of successful numerical fit of the model, constant intensity experimental heart rate data sets of two individuals have been selected and numerical optimization was implemented. In addition, numerical simulations provided predictions for various exercise intensities and various cardiovascular condition levels. The proposed model can serve as a powerful tool for a complete means of heart rate analysis, not only in exercise physiology (for efficiently designing training sessions for healthy subjects) but also in the areas of cardiovascular health and rehabilitation (including application in population groups for which direct heart rate recordings at intense exercises are not possible or not allowed, such as elderly or pregnant women).", "link"=>"http://www.mendeley.com/research/modelling-heart-rate-kinetics", "reader_count"=>28, "reader_count_by_academic_status"=>{"Unspecified"=>1, "Student > Doctoral Student"=>3, "Researcher"=>3, "Student > Ph. D. Student"=>4, "Student > Postgraduate"=>2, "Student > Master"=>10, "Student > Bachelor"=>4, "Lecturer"=>1}, "reader_count_by_user_role"=>{"Unspecified"=>1, "Student > Doctoral Student"=>3, "Researcher"=>3, "Student > Ph. D. Student"=>4, "Student > Postgraduate"=>2, "Student > Master"=>10, "Student > Bachelor"=>4, "Lecturer"=>1}, "reader_count_by_subject_area"=>{"Unspecified"=>1, "Agricultural and Biological Sciences"=>1, "Computer Science"=>2, "Economics, Econometrics and Finance"=>1, "Engineering"=>3, "Nursing and Health Professions"=>4, "Biochemistry, Genetics and Molecular Biology"=>1, "Mathematics"=>1, "Medicine and Dentistry"=>3, "Neuroscience"=>1, "Sports and Recreations"=>7, "Physics and Astronomy"=>2, "Social Sciences"=>1}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>3}, "Social Sciences"=>{"Social Sciences"=>1}, "Sports and Recreations"=>{"Sports and Recreations"=>7}, "Physics and Astronomy"=>{"Physics and Astronomy"=>2}, "Mathematics"=>{"Mathematics"=>1}, "Unspecified"=>{"Unspecified"=>1}, "Engineering"=>{"Engineering"=>3}, "Neuroscience"=>{"Neuroscience"=>1}, "Economics, Econometrics and Finance"=>{"Economics, Econometrics and Finance"=>1}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>1}, "Computer Science"=>{"Computer Science"=>2}, "Nursing and Health Professions"=>{"Nursing and Health Professions"=>4}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>1}}, "reader_count_by_country"=>{"United States"=>1, "United Kingdom"=>1}, "group_count"=>3}

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Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/2015957"], "description"=>"<p>Recovery after the exercise of <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0118263#pone.0118263.g001\" target=\"_blank\">Fig. 1</a>, please refer to Exercise D in <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0118263#pone.0118263.s001\" target=\"_blank\">S1 Data Set</a>.</p>", "links"=>[], "tags"=>["data recording periods", "blood lactate accumulation", "heart rate analysis", "model", "heart rate data sets", "heart rate recordings", "Modelling Heart Rate Kinetics", "heart rate kinetics", "exercise intensity"], "article_id"=>1376301, "categories"=>["Uncategorised"], "users"=>["Maria S. Zakynthinaki"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0118263.g002", "stats"=>{"downloads"=>1, "page_views"=>1, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Example_of_off_transient_beat_to_beat_heart_rate_time_series_/1376301", "title"=>"Example of off-transient beat-to-beat heart rate time series.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-13 03:14:25"}
  • {"files"=>["https://ndownloader.figshare.com/files/2015971"], "description"=>"<p>Off-transient heart rate time series, subject 1. <i>λ</i> = 0.85.</p>", "links"=>[], "tags"=>["data recording periods", "blood lactate accumulation", "heart rate analysis", "model", "heart rate data sets", "heart rate recordings", "Modelling Heart Rate Kinetics", "heart rate kinetics", "exercise intensity"], "article_id"=>1376315, "categories"=>["Uncategorised"], "users"=>["Maria S. Zakynthinaki"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0118263.g012", "stats"=>{"downloads"=>0, "page_views"=>10, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Example_of_model_fit_/1376315", "title"=>"Example of model fit.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-13 03:14:25"}
  • {"files"=>["https://ndownloader.figshare.com/files/2015956"], "description"=>"<p>Constant intensity exercise, <i>v</i> = 14.4 <i>Km</i>/<i>hr</i>, please refer to Exercise C in <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0118263#pone.0118263.s001\" target=\"_blank\">S1 Data Set</a>.</p>", "links"=>[], "tags"=>["data recording periods", "blood lactate accumulation", "heart rate analysis", "model", "heart rate data sets", "heart rate recordings", "Modelling Heart Rate Kinetics", "heart rate kinetics", "exercise intensity"], "article_id"=>1376300, "categories"=>["Uncategorised"], "users"=>["Maria S. Zakynthinaki"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0118263.g001", "stats"=>{"downloads"=>1, "page_views"=>1, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Example_of_on_transient_beat_to_beat_heart_rate_time_series_/1376300", "title"=>"Example of on-transient beat-to-beat heart rate time series.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-13 03:14:25"}
  • {"files"=>["https://ndownloader.figshare.com/files/2015970"], "description"=>"<p>On-transient heart rate time series, subject 1. <i>λ</i> = 0.85.</p>", "links"=>[], "tags"=>["data recording periods", "blood lactate accumulation", "heart rate analysis", "model", "heart rate data sets", "heart rate recordings", "Modelling Heart Rate Kinetics", "heart rate kinetics", "exercise intensity"], "article_id"=>1376314, "categories"=>["Uncategorised"], "users"=>["Maria S. Zakynthinaki"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0118263.g011", "stats"=>{"downloads"=>1, "page_views"=>10, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Example_of_model_fit_/1376314", "title"=>"Example of model fit.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-13 03:14:25"}
  • {"files"=>["https://ndownloader.figshare.com/files/2015965"], "description"=>"<p>Compared to its respective repelling term of normalized <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0118263#pone.0118263.e003\" target=\"_blank\">Equation (1)</a>. <i>C</i> = 1.8 and <i>C</i> = 2.5.</p>", "links"=>[], "tags"=>["data recording periods", "blood lactate accumulation", "heart rate analysis", "model", "heart rate data sets", "heart rate recordings", "Modelling Heart Rate Kinetics", "heart rate kinetics", "exercise intensity"], "article_id"=>1376309, "categories"=>["Uncategorised"], "users"=>["Maria S. Zakynthinaki"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0118263.g006", "stats"=>{"downloads"=>2, "page_views"=>4, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_The_repelling_function_f_max_/1376309", "title"=>"The repelling function <i>f</i><sub><i>max</i></sub>.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-13 03:14:25"}
  • {"files"=>["https://ndownloader.figshare.com/files/2015979"], "description"=>"<div><p>The objective of the present study was to formulate a simple and at the same time effective mathematical model of heart rate kinetics in response to movement (exercise). Based on an existing model, a system of two coupled differential equations which give the rate of change of heart rate and the rate of change of exercise intensity is used. The modifications introduced to the existing model are justified and discussed in detail, while models of blood lactate accumulation in respect to time and exercise intensity are also presented. The main modification is that the proposed model has now only one parameter which reflects the overall cardiovascular condition of the individual. The time elapsed after the beginning of the exercise, the intensity of the exercise, as well as blood lactate are also taken into account. Application of the model provides information regarding the individual’s cardiovascular condition and is able to detect possible changes in it, across the data recording periods. To demonstrate examples of successful numerical fit of the model, constant intensity experimental heart rate data sets of two individuals have been selected and numerical optimization was implemented. In addition, numerical simulations provided predictions for various exercise intensities and various cardiovascular condition levels. The proposed model can serve as a powerful tool for a complete means of heart rate analysis, not only in exercise physiology (for efficiently designing training sessions for healthy subjects) but also in the areas of cardiovascular health and rehabilitation (including application in population groups for which direct heart rate recordings at intense exercises are not possible or not allowed, such as elderly or pregnant women).</p></div>", "links"=>[], "tags"=>["data recording periods", "blood lactate accumulation", "heart rate analysis", "model", "heart rate data sets", "heart rate recordings", "Modelling Heart Rate Kinetics", "heart rate kinetics", "exercise intensity"], "article_id"=>1376323, "categories"=>["Uncategorised"], "users"=>["Maria S. Zakynthinaki"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0118263", "stats"=>{"downloads"=>6, "page_views"=>14, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Modelling_Heart_Rate_Kinetics_/1376323", "title"=>"Modelling Heart Rate Kinetics", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-04-13 03:14:25"}
  • {"files"=>["https://ndownloader.figshare.com/files/2015961"], "description"=>"<p>Effect of training on blood lactate.</p>", "links"=>[], "tags"=>["data recording periods", "blood lactate accumulation", "heart rate analysis", "model", "heart rate data sets", "heart rate recordings", "Modelling Heart Rate Kinetics", "heart rate kinetics", "exercise intensity"], "article_id"=>1376305, "categories"=>["Uncategorised"], "users"=>["Maria S. Zakynthinaki"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0118263.g004", "stats"=>{"downloads"=>0, "page_views"=>2, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Effect_of_training_on_blood_lactate_/1376305", "title"=>"Effect of training on blood lactate.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-13 03:14:25"}
  • {"files"=>["https://ndownloader.figshare.com/files/2015978"], "description"=>"<p>Data recording periods, measured resting heart rate, optimal <i>λ</i> values and estimated resting heart rate.</p><p>Subject 2, data details.</p>", "links"=>[], "tags"=>["data recording periods", "blood lactate accumulation", "heart rate analysis", "model", "heart rate data sets", "heart rate recordings", "Modelling Heart Rate Kinetics", "heart rate kinetics", "exercise intensity"], "article_id"=>1376322, "categories"=>["Uncategorised"], "users"=>["Maria S. Zakynthinaki"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0118263.t001", "stats"=>{"downloads"=>5, "page_views"=>10, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Subject_2_data_details_/1376322", "title"=>"Subject 2, data details.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-04-13 03:14:25"}
  • {"files"=>["https://ndownloader.figshare.com/files/2015960"], "description"=>"<p>Blood lactate kinetics for different exercise intensities.</p>", "links"=>[], "tags"=>["data recording periods", "blood lactate accumulation", "heart rate analysis", "model", "heart rate data sets", "heart rate recordings", "Modelling Heart Rate Kinetics", "heart rate kinetics", "exercise intensity"], "article_id"=>1376304, "categories"=>["Uncategorised"], "users"=>["Maria S. Zakynthinaki"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0118263.g003", "stats"=>{"downloads"=>1, "page_views"=>2, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Blood_lactate_kinetics_for_different_exercise_intensities_/1376304", "title"=>"Blood lactate kinetics for different exercise intensities.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-13 03:14:25"}
  • {"files"=>["https://ndownloader.figshare.com/files/2015973"], "description"=>"<p>Starting from the end of the on-transient shown in <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0118263#pone.0118263.g013\" target=\"_blank\">Fig. 13</a>.</p>", "links"=>[], "tags"=>["data recording periods", "blood lactate accumulation", "heart rate analysis", "model", "heart rate data sets", "heart rate recordings", "Modelling Heart Rate Kinetics", "heart rate kinetics", "exercise intensity"], "article_id"=>1376317, "categories"=>["Uncategorised"], "users"=>["Maria S. Zakynthinaki"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0118263.g014", "stats"=>{"downloads"=>0, "page_views"=>12, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Simulating_off_transient_heart_rate_kinetics_a_/1376317", "title"=>"Simulating off-transient heart rate kinetics a.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-13 03:14:25"}
  • {"files"=>["https://ndownloader.figshare.com/files/2015972"], "description"=>"<p>Different constant exercise intensities, starting from the same heart rate. <i>λ</i> = 0.85.</p>", "links"=>[], "tags"=>["data recording periods", "blood lactate accumulation", "heart rate analysis", "model", "heart rate data sets", "heart rate recordings", "Modelling Heart Rate Kinetics", "heart rate kinetics", "exercise intensity"], "article_id"=>1376316, "categories"=>["Uncategorised"], "users"=>["Maria S. Zakynthinaki"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0118263.g013", "stats"=>{"downloads"=>1, "page_views"=>14, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Simulating_on_transient_heart_rate_kinetics_a_/1376316", "title"=>"Simulating on-transient heart rate kinetics a.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-13 03:14:25"}
  • {"files"=>["https://ndownloader.figshare.com/files/2015969"], "description"=>"<p>For the numerical simulations there was <i>λ</i> = 0.9.</p>", "links"=>[], "tags"=>["data recording periods", "blood lactate accumulation", "heart rate analysis", "model", "heart rate data sets", "heart rate recordings", "Modelling Heart Rate Kinetics", "heart rate kinetics", "exercise intensity"], "article_id"=>1376313, "categories"=>["Uncategorised"], "users"=>["Maria S. Zakynthinaki"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0118263.g010", "stats"=>{"downloads"=>1, "page_views"=>10, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_L_off_955_t_as_defined_in_Equation_16_for_different_starting_blood_lactate_values_/1376313", "title"=>"<i>L</i><sup><i>off</i></sup>(<i>λ</i>,<i>t</i>) as defined in Equation (16) for different starting blood lactate values.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-13 03:14:25"}
  • {"files"=>["https://ndownloader.figshare.com/files/2015967"], "description"=>"<p>For the numerical simulations there was <i>α</i><sub>6</sub> = 0.5 <i>hr</i>/<i>Km</i> and </p><p></p><p></p><p><mi>v</mi></p><p><mi>m</mi><mi>a</mi><mi>x</mi></p><p></p><mo stretchy=\"false\">(</mo><mi>λ</mi><mo stretchy=\"false\">)</mo><mo>=</mo><mn>20</mn><p><mi>λ</mi></p><p></p><p></p> (<i>Km</i>/<i>hr</i>).<p></p>", "links"=>[], "tags"=>["data recording periods", "blood lactate accumulation", "heart rate analysis", "model", "heart rate data sets", "heart rate recordings", "Modelling Heart Rate Kinetics", "heart rate kinetics", "exercise intensity"], "article_id"=>1376311, "categories"=>["Uncategorised"], "users"=>["Maria S. Zakynthinaki"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0118263.g008", "stats"=>{"downloads"=>1, "page_views"=>1, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_L_955_v_955_v_as_defined_in_Equation_14_for_different_values_of_955_/1376311", "title"=>"<i>L</i><sub><i>λ</i>,<i>v</i></sub>(<i>λ</i>,<i>v</i>) as defined in Equation (14) for different values of <i>λ</i>.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-13 03:14:25"}
  • {"files"=>["https://ndownloader.figshare.com/files/2015968"], "description"=>"<p>For the numerical simulations there was <i>λ</i> = 0.9 and <i>α</i><sub>7</sub> = 420 <i>sec</i><sup>−1</sup>.</p>", "links"=>[], "tags"=>["data recording periods", "blood lactate accumulation", "heart rate analysis", "model", "heart rate data sets", "heart rate recordings", "Modelling Heart Rate Kinetics", "heart rate kinetics", "exercise intensity"], "article_id"=>1376312, "categories"=>["Uncategorised"], "users"=>["Maria S. Zakynthinaki"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0118263.g009", "stats"=>{"downloads"=>0, "page_views"=>13, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_L_on_955_v_t_as_defined_by_equations_13_14_and_15_for_different_values_of_exercise_intensity_v_/1376312", "title"=>"<i>L</i><sup><i>on</i></sup>(<i>λ</i>,<i>v</i>,<i>t</i>) as defined by equations (13), (14) and (15) for different values of exercise intensity <i>v</i>.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-13 03:14:25"}
  • {"files"=>["https://ndownloader.figshare.com/files/2015966"], "description"=>"<p>Compared to its respective repelling term of normalized <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0118263#pone.0118263.e003\" target=\"_blank\">Equation (1)</a>. <i>B</i> = 1.8 and <i>B</i> = 2.5.</p>", "links"=>[], "tags"=>["data recording periods", "blood lactate accumulation", "heart rate analysis", "model", "heart rate data sets", "heart rate recordings", "Modelling Heart Rate Kinetics", "heart rate kinetics", "exercise intensity"], "article_id"=>1376310, "categories"=>["Uncategorised"], "users"=>["Maria S. Zakynthinaki"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0118263.g007", "stats"=>{"downloads"=>4, "page_views"=>1, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_The_repelling_function_f_min_/1376310", "title"=>"The repelling function <i>f</i><sub><i>min</i></sub>.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-13 03:14:25"}
  • {"files"=>["https://ndownloader.figshare.com/files/2015963"], "description"=>"<p>Example of blood lactate kinetics during recovery.</p>", "links"=>[], "tags"=>["data recording periods", "blood lactate accumulation", "heart rate analysis", "model", "heart rate data sets", "heart rate recordings", "Modelling Heart Rate Kinetics", "heart rate kinetics", "exercise intensity"], "article_id"=>1376307, "categories"=>["Uncategorised"], "users"=>["Maria S. Zakynthinaki"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0118263.g005", "stats"=>{"downloads"=>2, "page_views"=>7, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Example_of_blood_lactate_kinetics_during_recovery_/1376307", "title"=>"Example of blood lactate kinetics during recovery.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-13 03:14:25"}
  • {"files"=>["https://ndownloader.figshare.com/files/2015977"], "description"=>"<p>Constant exercise intensity, different values of <i>λ</i>.</p>", "links"=>[], "tags"=>["data recording periods", "blood lactate accumulation", "heart rate analysis", "model", "heart rate data sets", "heart rate recordings", "Modelling Heart Rate Kinetics", "heart rate kinetics", "exercise intensity"], "article_id"=>1376321, "categories"=>["Uncategorised"], "users"=>["Maria S. Zakynthinaki"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0118263.g016", "stats"=>{"downloads"=>3, "page_views"=>16, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Simulating_off_transient_heart_rate_kinetics_b_/1376321", "title"=>"Simulating off-transient heart rate kinetics b.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-13 03:14:25"}
  • {"files"=>["https://ndownloader.figshare.com/files/2015975"], "description"=>"<p>Constant exercise intensity, different values of <i>λ</i>.</p>", "links"=>[], "tags"=>["data recording periods", "blood lactate accumulation", "heart rate analysis", "model", "heart rate data sets", "heart rate recordings", "Modelling Heart Rate Kinetics", "heart rate kinetics", "exercise intensity"], "article_id"=>1376319, "categories"=>["Uncategorised"], "users"=>["Maria S. Zakynthinaki"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0118263.g015", "stats"=>{"downloads"=>1, "page_views"=>13, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Simulating_on_transient_heart_rate_kinetics_b_/1376319", "title"=>"Simulating on-transient heart rate kinetics b.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-13 03:14:25"}

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  • {"unique-ip"=>"53", "full-text"=>"64", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2019", "month"=>"2"}
  • {"unique-ip"=>"52", "full-text"=>"53", "pdf"=>"16", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2019", "month"=>"3"}
  • {"unique-ip"=>"48", "full-text"=>"51", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"4"}
  • {"unique-ip"=>"47", "full-text"=>"51", "pdf"=>"7", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"3", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}
  • {"unique-ip"=>"23", "full-text"=>"28", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"8"}
  • {"unique-ip"=>"45", "full-text"=>"47", "pdf"=>"14", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"9"}
  • {"unique-ip"=>"50", "full-text"=>"53", "pdf"=>"13", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"10"}
  • {"unique-ip"=>"34", "full-text"=>"36", "pdf"=>"8", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2019", "month"=>"12"}
  • {"unique-ip"=>"55", "full-text"=>"61", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"1", "cited-by"=>"1", "year"=>"2020", "month"=>"2"}
  • {"unique-ip"=>"41", "full-text"=>"44", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2020", "month"=>"3"}
  • {"unique-ip"=>"73", "full-text"=>"80", "pdf"=>"12", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"17", "supp-data"=>"0", "cited-by"=>"2", "year"=>"2020", "month"=>"4"}
  • {"unique-ip"=>"48", "full-text"=>"58", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2020", "month"=>"5"}
  • {"unique-ip"=>"30", "full-text"=>"37", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"6"}
  • {"unique-ip"=>"26", "full-text"=>"32", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"18", "supp-data"=>"1", "cited-by"=>"1", "year"=>"2020", "month"=>"7"}
  • {"unique-ip"=>"31", "full-text"=>"38", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"15", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2020", "month"=>"8"}
  • {"unique-ip"=>"72", "full-text"=>"139", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"22", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2020", "month"=>"9"}
  • {"unique-ip"=>"44", "full-text"=>"48", "pdf"=>"7", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"10"}

Relative Metric

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