المؤلفون: Caroline L. Alves (14271413), Rubens Gisbert Cury (8439552), Kirstin Roster (14271416), Aruane M. Pineda (8939276), Francisco A. Rodrigues (231204), Christiane Thielemann (14271419), Manuel Ciba (14271422)

مصطلحات موضوعية: Biochemistry, Neuroscience, Pharmacology, Cancer, Mental Health, Plant Biology, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, three different levels, possible therapeutic mechanism, mediated visual hallucinations, connection may point, cognitive process akin, changed significantly due, alzheimer &# 8217, 92 %), followed, significant new discovery, automatically detect changes, eeg time series, complex networks relating, functional brain networks, developed new measures, complex network measures, +ayahuasca%22">xlink "> ayahuasca, machine learning method, 83 %), indicating, important brain connections, complex networks

Relation: https://figshare.com/articles/journal_contribution/S1_Appendix_-/21741791

الاتاحة: https://doi.org/10.1371/journal.pone.0277257.s001

المؤلفون: Caroline L. Alves (14271413), Rubens Gisbert Cury (8439552), Kirstin Roster (14271416), Aruane M. Pineda (8939276), Francisco A. Rodrigues (231204), Christiane Thielemann (14271419), Manuel Ciba (14271422)

مصطلحات موضوعية: Biochemistry, Neuroscience, Pharmacology, Cancer, Mental Health, Plant Biology, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, three different levels, possible therapeutic mechanism, mediated visual hallucinations, connection may point, cognitive process akin, changed significantly due, alzheimer &# 8217, 92 %), followed, significant new discovery, automatically detect changes, eeg time series, complex networks relating, functional brain networks, developed new measures, complex network measures, +ayahuasca%22">xlink "> ayahuasca, machine learning method, 83 %), indicating, important brain connections, complex networks

Relation: https://figshare.com/articles/figure/Methodology_of_the_subsection_using_raw_EEG_time_series_/21741794

الاتاحة: https://doi.org/10.1371/journal.pone.0277257.g001

المؤلفون: Caroline L. Alves (14271413), Rubens Gisbert Cury (8439552), Kirstin Roster (14271416), Aruane M. Pineda (8939276), Francisco A. Rodrigues (231204), Christiane Thielemann (14271419), Manuel Ciba (14271422)

مصطلحات موضوعية: Biochemistry, Neuroscience, Pharmacology, Cancer, Mental Health, Plant Biology, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, three different levels, possible therapeutic mechanism, mediated visual hallucinations, connection may point, cognitive process akin, changed significantly due, alzheimer &# 8217, 92 %), followed, significant new discovery, automatically detect changes, eeg time series, complex networks relating, functional brain networks, developed new measures, complex network measures, +ayahuasca%22">xlink "> ayahuasca, machine learning method, 83 %), indicating, important brain connections, complex networks

Relation: https://figshare.com/articles/figure/Feature_importance_ranking_for_SVM_classifier_being_the_brain_regions_ranked_in_descending_order_of_importance_/21741806

الاتاحة: https://doi.org/10.1371/journal.pone.0277257.g005

المؤلفون: Caroline L. Alves (14271413), Rubens Gisbert Cury (8439552), Kirstin Roster (14271416), Aruane M. Pineda (8939276), Francisco A. Rodrigues (231204), Christiane Thielemann (14271419), Manuel Ciba (14271422)

مصطلحات موضوعية: Biochemistry, Neuroscience, Pharmacology, Cancer, Mental Health, Plant Biology, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, three different levels, possible therapeutic mechanism, mediated visual hallucinations, connection may point, cognitive process akin, changed significantly due, alzheimer &# 8217, 92 %), followed, significant new discovery, automatically detect changes, eeg time series, complex networks relating, functional brain networks, developed new measures, complex network measures, +ayahuasca%22">xlink "> ayahuasca, machine learning method, 83 %), indicating, important brain connections, complex networks

Relation: https://figshare.com/articles/figure/Methodology_of_the_subsection_using_connectivity_matrices_/21741797

الاتاحة: https://doi.org/10.1371/journal.pone.0277257.g002

المؤلفون: Caroline L. Alves (14271413), Rubens Gisbert Cury (8439552), Kirstin Roster (14271416), Aruane M. Pineda (8939276), Francisco A. Rodrigues (231204), Christiane Thielemann (14271419), Manuel Ciba (14271422)

مصطلحات موضوعية: Biochemistry, Neuroscience, Pharmacology, Cancer, Mental Health, Plant Biology, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, three different levels, possible therapeutic mechanism, mediated visual hallucinations, connection may point, cognitive process akin, changed significantly due, alzheimer &# 8217, 92 %), followed, significant new discovery, automatically detect changes, eeg time series, complex networks relating, functional brain networks, developed new measures, complex network measures, +ayahuasca%22">xlink "> ayahuasca, machine learning method, 83 %), indicating, important brain connections, complex networks

Relation: https://figshare.com/articles/figure/Machine_learning_results_using_the_EEG_time_series_as_input_data_/21741803

الاتاحة: https://doi.org/10.1371/journal.pone.0277257.g004

المؤلفون: Caroline L. Alves (14271413), Rubens Gisbert Cury (8439552), Kirstin Roster (14271416), Aruane M. Pineda (8939276), Francisco A. Rodrigues (231204), Christiane Thielemann (14271419), Manuel Ciba (14271422)

مصطلحات موضوعية: Biochemistry, Neuroscience, Pharmacology, Cancer, Mental Health, Plant Biology, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, three different levels, possible therapeutic mechanism, mediated visual hallucinations, connection may point, cognitive process akin, changed significantly due, alzheimer &# 8217, 92 %), followed, significant new discovery, automatically detect changes, eeg time series, complex networks relating, functional brain networks, developed new measures, complex network measures, +ayahuasca%22">xlink "> ayahuasca, machine learning method, 83 %), indicating, important brain connections, complex networks

Relation: https://figshare.com/articles/figure/Methodology_of_the_subsection_using_complex_network_measures_/21741800

الاتاحة: https://doi.org/10.1371/journal.pone.0277257.g003

المؤلفون: Caroline L. Alves (14271413), Rubens Gisbert Cury (8439552), Kirstin Roster (14271416), Aruane M. Pineda (8939276), Francisco A. Rodrigues (231204), Christiane Thielemann (14271419), Manuel Ciba (14271422)

مصطلحات موضوعية: Biochemistry, Neuroscience, Pharmacology, Cancer, Mental Health, Plant Biology, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, three different levels, possible therapeutic mechanism, mediated visual hallucinations, connection may point, cognitive process akin, changed significantly due, alzheimer &# 8217, 92 %), followed, significant new discovery, automatically detect changes, eeg time series, complex networks relating, functional brain networks, developed new measures, complex network measures, +ayahuasca%22">xlink "> ayahuasca, machine learning method, 83 %), indicating, important brain connections, complex networks

Relation: https://figshare.com/articles/figure/Feature_importance_ranking_for_SVM_classifier_being_the_connections_of_brain_regions_ranked_in_descending_order_of_importance_/21741815

الاتاحة: https://doi.org/10.1371/journal.pone.0277257.g008

المؤلفون: Caroline L. Alves (14271413), Rubens Gisbert Cury (8439552), Kirstin Roster (14271416), Aruane M. Pineda (8939276), Francisco A. Rodrigues (231204), Christiane Thielemann (14271419), Manuel Ciba (14271422)

مصطلحات موضوعية: Biochemistry, Neuroscience, Pharmacology, Cancer, Mental Health, Plant Biology, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, three different levels, possible therapeutic mechanism, mediated visual hallucinations, connection may point, cognitive process akin, changed significantly due, alzheimer &# 8217, 92 %), followed, significant new discovery, automatically detect changes, eeg time series, complex networks relating, functional brain networks, developed new measures, complex network measures, +ayahuasca%22">xlink "> ayahuasca, machine learning method, 83 %), indicating, important brain connections, complex networks

Relation: https://figshare.com/articles/figure/Machine_learning_results_using_the_connectivity_matrices_as_input_data_/21741812

الاتاحة: https://doi.org/10.1371/journal.pone.0277257.g007

المؤلفون: Caroline L. Alves (14271413), Rubens Gisbert Cury (8439552), Kirstin Roster (14271416), Aruane M. Pineda (8939276), Francisco A. Rodrigues (231204), Christiane Thielemann (14271419), Manuel Ciba (14271422)

مصطلحات موضوعية: Biochemistry, Neuroscience, Pharmacology, Cancer, Mental Health, Plant Biology, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, three different levels, possible therapeutic mechanism, mediated visual hallucinations, connection may point, cognitive process akin, changed significantly due, alzheimer &# 8217, 92 %), followed, significant new discovery, automatically detect changes, eeg time series, complex networks relating, functional brain networks, developed new measures, complex network measures, +ayahuasca%22">xlink "> ayahuasca, machine learning method, 83 %), indicating, important brain connections, complex networks

Relation: https://figshare.com/articles/figure/Machine_learning_results_using_the_complex_network_measures_as_input_data_/21741821

الاتاحة: https://doi.org/10.1371/journal.pone.0277257.g010

المؤلفون: Caroline L. Alves (14271413), Rubens Gisbert Cury (8439552), Kirstin Roster (14271416), Aruane M. Pineda (8939276), Francisco A. Rodrigues (231204), Christiane Thielemann (14271419), Manuel Ciba (14271422)

مصطلحات موضوعية: Biochemistry, Neuroscience, Pharmacology, Cancer, Mental Health, Plant Biology, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, three different levels, possible therapeutic mechanism, mediated visual hallucinations, connection may point, cognitive process akin, changed significantly due, alzheimer &# 8217, 92 %), followed, significant new discovery, automatically detect changes, eeg time series, complex networks relating, functional brain networks, developed new measures, complex network measures, +ayahuasca%22">xlink "> ayahuasca, machine learning method, 83 %), indicating, important brain connections, complex networks

Relation: https://figshare.com/articles/figure/The_most_important_connection_of_brain_regions_considering_connectivity_matrices_as_input_data_/21741818

الاتاحة: https://doi.org/10.1371/journal.pone.0277257.g009

المؤلفون: Caroline L. Alves (14271413), Rubens Gisbert Cury (8439552), Kirstin Roster (14271416), Aruane M. Pineda (8939276), Francisco A. Rodrigues (231204), Christiane Thielemann (14271419), Manuel Ciba (14271422)

مصطلحات موضوعية: Biochemistry, Neuroscience, Pharmacology, Cancer, Mental Health, Plant Biology, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, three different levels, possible therapeutic mechanism, mediated visual hallucinations, connection may point, cognitive process akin, changed significantly due, alzheimer &# 8217, 92 %), followed, significant new discovery, automatically detect changes, eeg time series, complex networks relating, functional brain networks, developed new measures, complex network measures, +ayahuasca%22">xlink "> ayahuasca, machine learning method, 83 %), indicating, important brain connections, complex networks

Relation: https://figshare.com/articles/figure/Feature_importance_ranking_for_SVM_classifier_being_the_features_ranked_in_descending_order_of_importance_/21741824

الاتاحة: https://doi.org/10.1371/journal.pone.0277257.g011

المؤلفون: Caroline L. Alves (14271413), Rubens Gisbert Cury (8439552), Kirstin Roster (14271416), Aruane M. Pineda (8939276), Francisco A. Rodrigues (231204), Christiane Thielemann (14271419), Manuel Ciba (14271422)

مصطلحات موضوعية: Biochemistry, Neuroscience, Pharmacology, Cancer, Mental Health, Plant Biology, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, three different levels, possible therapeutic mechanism, mediated visual hallucinations, connection may point, cognitive process akin, changed significantly due, alzheimer &# 8217, 92 %), followed, significant new discovery, automatically detect changes, eeg time series, complex networks relating, functional brain networks, developed new measures, complex network measures, +ayahuasca%22">xlink "> ayahuasca, machine learning method, 83 %), indicating, important brain connections, complex networks

Relation: https://figshare.com/articles/dataset/Definition_of_time_windows_of_the_EEG_signal_/21741830

الاتاحة: https://doi.org/10.1371/journal.pone.0277257.t001

المؤلفون: Caroline L. Alves (14271413), Rubens Gisbert Cury (8439552), Kirstin Roster (14271416), Aruane M. Pineda (8939276), Francisco A. Rodrigues (231204), Christiane Thielemann (14271419), Manuel Ciba (14271422)

مصطلحات موضوعية: Biochemistry, Neuroscience, Pharmacology, Cancer, Mental Health, Plant Biology, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, three different levels, possible therapeutic mechanism, mediated visual hallucinations, connection may point, cognitive process akin, changed significantly due, alzheimer &# 8217, 92 %), followed, significant new discovery, automatically detect changes, eeg time series, complex networks relating, functional brain networks, developed new measures, complex network measures, +ayahuasca%22">xlink "> ayahuasca, machine learning method, 83 %), indicating, important brain connections, complex networks

Relation: https://figshare.com/articles/figure/Boxplot_of_the_closeness_centrality_and_assortativity_measures_/21741827

الاتاحة: https://doi.org/10.1371/journal.pone.0277257.g012

المؤلفون: Caroline L. Alves (14271413), Rubens Gisbert Cury (8439552), Kirstin Roster (14271416), Aruane M. Pineda (8939276), Francisco A. Rodrigues (231204), Christiane Thielemann (14271419), Manuel Ciba (14271422)

مصطلحات موضوعية: Biochemistry, Neuroscience, Pharmacology, Cancer, Mental Health, Plant Biology, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, three different levels, possible therapeutic mechanism, mediated visual hallucinations, connection may point, cognitive process akin, changed significantly due, alzheimer &# 8217, 92 %), followed, significant new discovery, automatically detect changes, eeg time series, complex networks relating, functional brain networks, developed new measures, complex network measures, +ayahuasca%22">xlink "> ayahuasca, machine learning method, 83 %), indicating, important brain connections, complex networks

Relation: https://figshare.com/articles/dataset/Performances_of_the_SVM_classifier_for_the_different_data_types_used_in_this_paper_/21741833

الاتاحة: https://doi.org/10.1371/journal.pone.0277257.t002

المؤلفون: Caroline L. Alves (14271413), Rubens Gisbert Cury (8439552), Kirstin Roster (14271416), Aruane M. Pineda (8939276), Francisco A. Rodrigues (231204), Christiane Thielemann (14271419), Manuel Ciba (14271422)

مصطلحات موضوعية: Biochemistry, Neuroscience, Pharmacology, Cancer, Mental Health, Plant Biology, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, three different levels, possible therapeutic mechanism, mediated visual hallucinations, connection may point, cognitive process akin, changed significantly due, alzheimer &# 8217, 92 %), followed, significant new discovery, automatically detect changes, eeg time series, complex networks relating, functional brain networks, developed new measures, complex network measures, +ayahuasca%22">xlink "> ayahuasca, machine learning method, 83 %), indicating, important brain connections, complex networks

Relation: https://figshare.com/articles/figure/The_five_most_important_brain_regions_considering_EEG_time_series_as_input_data_/21741809

الاتاحة: https://doi.org/10.1371/journal.pone.0277257.g006