المؤلفون: Miyoko Massago, Mamoru Massago, Pedro Henrique Iora, Sanderland José Tavares Gurgel, Celso Ivam Conegero, Idalina Diair Regla Carolino, Maria Muzanila Mushi, Giane Aparecida Chaves Forato, João Vitor Perez de Souza, Thiago Augusto Hernandes Rocha, Samile Bonfim, Catherine Ann Staton, Oscar Kenji Nihei, João Ricardo Nickenig Vissoci, Luciano de Andrade

مصطلحات موضوعية: Molecular Biology, Pharmacology, Biotechnology, Sociology, Cancer, Science Policy, Virology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, mean global values, 803 &# 177, 726 &# 177, 705 &# 177, 680 &# 177, 675 &# 177, 485 &# 177, positive predictive value, smoking cessation program, best model based, positive outcomes correctly, relapses also promoted, decision tree flowchart, machine learning algorithm, therapeutic intervention success, eight ml algorithms, therapeutic intervention, machine learning, decision tree, best algorithm

Relation: https://figshare.com/articles/figure/Flowchart_of_medical_records_selected_for_descriptive_and_predictive_analysis_/25337128

الاتاحة: https://doi.org/10.1371/journal.pone.0295970.g001
https://figshare.com/articles/figure/Flowchart_of_medical_records_selected_for_descriptive_and_predictive_analysis_/25337128

المؤلفون: Miyoko Massago, Mamoru Massago, Pedro Henrique Iora, Sanderland José Tavares Gurgel, Celso Ivam Conegero, Idalina Diair Regla Carolino, Maria Muzanila Mushi, Giane Aparecida Chaves Forato, João Vitor Perez de Souza, Thiago Augusto Hernandes Rocha, Samile Bonfim, Catherine Ann Staton, Oscar Kenji Nihei, João Ricardo Nickenig Vissoci, Luciano de Andrade

مصطلحات موضوعية: Molecular Biology, Pharmacology, Biotechnology, Sociology, Cancer, Science Policy, Virology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, mean global values, 803 &# 177, 726 &# 177, 705 &# 177, 680 &# 177, 675 &# 177, 485 &# 177, positive predictive value, smoking cessation program, best model based, positive outcomes correctly, relapses also promoted, decision tree flowchart, machine learning algorithm, therapeutic intervention success, eight ml algorithms, therapeutic intervention, machine learning, decision tree, best algorithm

Relation: https://figshare.com/articles/figure/Image_of_therapeutic_intervention_success_probability_equator_prototype_/25337140

الاتاحة: https://doi.org/10.1371/journal.pone.0295970.g005
https://figshare.com/articles/figure/Image_of_therapeutic_intervention_success_probability_equator_prototype_/25337140

المؤلفون: Miyoko Massago, Mamoru Massago, Pedro Henrique Iora, Sanderland José Tavares Gurgel, Celso Ivam Conegero, Idalina Diair Regla Carolino, Maria Muzanila Mushi, Giane Aparecida Chaves Forato, João Vitor Perez de Souza, Thiago Augusto Hernandes Rocha, Samile Bonfim, Catherine Ann Staton, Oscar Kenji Nihei, João Ricardo Nickenig Vissoci, Luciano de Andrade

مصطلحات موضوعية: Molecular Biology, Pharmacology, Biotechnology, Sociology, Cancer, Science Policy, Virology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, mean global values, 803 &# 177, 726 &# 177, 705 &# 177, 680 &# 177, 675 &# 177, 485 &# 177, positive predictive value, smoking cessation program, best model based, positive outcomes correctly, relapses also promoted, decision tree flowchart, machine learning algorithm, therapeutic intervention success, eight ml algorithms, therapeutic intervention, machine learning, decision tree, best algorithm

Relation: https://figshare.com/articles/figure/Decision_tree_flowchart_/25337137

الاتاحة: https://doi.org/10.1371/journal.pone.0295970.g004
https://figshare.com/articles/figure/Decision_tree_flowchart_/25337137

المؤلفون: Miyoko Massago, Mamoru Massago, Pedro Henrique Iora, Sanderland José Tavares Gurgel, Celso Ivam Conegero, Idalina Diair Regla Carolino, Maria Muzanila Mushi, Giane Aparecida Chaves Forato, João Vitor Perez de Souza, Thiago Augusto Hernandes Rocha, Samile Bonfim, Catherine Ann Staton, Oscar Kenji Nihei, João Ricardo Nickenig Vissoci, Luciano de Andrade

مصطلحات موضوعية: Molecular Biology, Pharmacology, Biotechnology, Sociology, Cancer, Science Policy, Virology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, mean global values, 803 &# 177, 726 &# 177, 705 &# 177, 680 &# 177, 675 &# 177, 485 &# 177, positive predictive value, smoking cessation program, best model based, positive outcomes correctly, relapses also promoted, decision tree flowchart, machine learning algorithm, therapeutic intervention success, eight ml algorithms, therapeutic intervention, machine learning, decision tree, best algorithm

Relation: https://figshare.com/articles/figure/Forest_plot_of_odds_ratio_and_confidence_interval_of_variables_according_to_smoking_cessation_/25337134

الاتاحة: https://doi.org/10.1371/journal.pone.0295970.g003
https://figshare.com/articles/figure/Forest_plot_of_odds_ratio_and_confidence_interval_of_variables_according_to_smoking_cessation_/25337134

المؤلفون: Miyoko Massago, Mamoru Massago, Pedro Henrique Iora, Sanderland José Tavares Gurgel, Celso Ivam Conegero, Idalina Diair Regla Carolino, Maria Muzanila Mushi, Giane Aparecida Chaves Forato, João Vitor Perez de Souza, Thiago Augusto Hernandes Rocha, Samile Bonfim, Catherine Ann Staton, Oscar Kenji Nihei, João Ricardo Nickenig Vissoci, Luciano de Andrade

مصطلحات موضوعية: Molecular Biology, Pharmacology, Biotechnology, Sociology, Cancer, Science Policy, Virology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, mean global values, 803 &# 177, 726 &# 177, 705 &# 177, 680 &# 177, 675 &# 177, 485 &# 177, positive predictive value, smoking cessation program, best model based, positive outcomes correctly, relapses also promoted, decision tree flowchart, machine learning algorithm, therapeutic intervention success, eight ml algorithms, therapeutic intervention, machine learning, decision tree, best algorithm

Relation: https://figshare.com/articles/figure/Flowchart_of_supervised_and_classificatory_machine_learning_algorithms_performance_evaluation_and_best_model_selection_/25337131

الاتاحة: https://doi.org/10.1371/journal.pone.0295970.g002
https://figshare.com/articles/figure/Flowchart_of_supervised_and_classificatory_machine_learning_algorithms_performance_evaluation_and_best_model_selection_/25337131

المؤلفون: Miyoko Massago, Mamoru Massago, Pedro Henrique Iora, Sanderland José Tavares Gurgel, Celso Ivam Conegero, Idalina Diair Regla Carolino, Maria Muzanila Mushi, Giane Aparecida Chaves Forato, João Vitor Perez de Souza, Thiago Augusto Hernandes Rocha, Samile Bonfim, Catherine Ann Staton, Oscar Kenji Nihei, João Ricardo Nickenig Vissoci, Luciano de Andrade

مصطلحات موضوعية: Molecular Biology, Pharmacology, Biotechnology, Sociology, Cancer, Science Policy, Virology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, mean global values, 803 &# 177, 726 &# 177, 705 &# 177, 680 &# 177, 675 &# 177, 485 &# 177, positive predictive value, smoking cessation program, best model based, positive outcomes correctly, relapses also promoted, decision tree flowchart, machine learning algorithm, therapeutic intervention success, eight ml algorithms, therapeutic intervention, machine learning, decision tree, best algorithm

Relation: https://figshare.com/articles/dataset/Variables_selected_for_this_study_/25337143

الاتاحة: https://doi.org/10.1371/journal.pone.0295970.t001
https://figshare.com/articles/dataset/Variables_selected_for_this_study_/25337143

المؤلفون: Miyoko Massago, Mamoru Massago, Pedro Henrique Iora, Sanderland José Tavares Gurgel, Celso Ivam Conegero, Idalina Diair Regla Carolino, Maria Muzanila Mushi, Giane Aparecida Chaves Forato, João Vitor Perez de Souza, Thiago Augusto Hernandes Rocha, Samile Bonfim, Catherine Ann Staton, Oscar Kenji Nihei, João Ricardo Nickenig Vissoci, Luciano de Andrade

مصطلحات موضوعية: Molecular Biology, Pharmacology, Biotechnology, Sociology, Cancer, Science Policy, Virology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, mean global values, 803 &# 177, 726 &# 177, 705 &# 177, 680 &# 177, 675 &# 177, 485 &# 177, positive predictive value, smoking cessation program, best model based, positive outcomes correctly, relapses also promoted, decision tree flowchart, machine learning algorithm, therapeutic intervention success, eight ml algorithms, therapeutic intervention, machine learning, decision tree, best algorithm

Relation: https://figshare.com/articles/dataset/Mean_and_standard_deviation_of_the_predictive_values_of_machine_learning_models_evaluated_/25337146

الاتاحة: https://doi.org/10.1371/journal.pone.0295970.t002
https://figshare.com/articles/dataset/Mean_and_standard_deviation_of_the_predictive_values_of_machine_learning_models_evaluated_/25337146

المؤلفون: Miyoko Massago, Mamoru Massago, Pedro Henrique Iora, Sanderland José Tavares Gurgel, Celso Ivam Conegero, Idalina Diair Regla Carolino, Maria Muzanila Mushi, Giane Aparecida Chaves Forato, João Vitor Perez de Souza, Thiago Augusto Hernandes Rocha, Samile Bonfim, Catherine Ann Staton, Oscar Kenji Nihei, João Ricardo Nickenig Vissoci, Luciano de Andrade

مصطلحات موضوعية: Molecular Biology, Pharmacology, Biotechnology, Sociology, Cancer, Science Policy, Virology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, mean global values, 803 &# 177, 726 &# 177, 705 &# 177, 680 &# 177, 675 &# 177, 485 &# 177, positive predictive value, smoking cessation program, best model based, positive outcomes correctly, relapses also promoted, decision tree flowchart, machine learning algorithm, therapeutic intervention success, eight ml algorithms, therapeutic intervention, machine learning, decision tree, best algorithm

Relation: https://figshare.com/articles/figure/Flowchart_of_medical_records_selected_for_descriptive_and_predictive_analysis_/25337128

الاتاحة: https://doi.org/10.1371/journal.pone.0295970.g001

المؤلفون: Miyoko Massago, Mamoru Massago, Pedro Henrique Iora, Sanderland José Tavares Gurgel, Celso Ivam Conegero, Idalina Diair Regla Carolino, Maria Muzanila Mushi, Giane Aparecida Chaves Forato, João Vitor Perez de Souza, Thiago Augusto Hernandes Rocha, Samile Bonfim, Catherine Ann Staton, Oscar Kenji Nihei, João Ricardo Nickenig Vissoci, Luciano de Andrade

مصطلحات موضوعية: Molecular Biology, Pharmacology, Biotechnology, Sociology, Cancer, Science Policy, Virology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, mean global values, 803 &# 177, 726 &# 177, 705 &# 177, 680 &# 177, 675 &# 177, 485 &# 177, positive predictive value, smoking cessation program, best model based, positive outcomes correctly, relapses also promoted, decision tree flowchart, machine learning algorithm, therapeutic intervention success, eight ml algorithms, therapeutic intervention, machine learning, decision tree, best algorithm

Relation: https://figshare.com/articles/figure/Flowchart_of_supervised_and_classificatory_machine_learning_algorithms_performance_evaluation_and_best_model_selection_/25337131

الاتاحة: https://doi.org/10.1371/journal.pone.0295970.g002

المؤلفون: Miyoko Massago, Mamoru Massago, Pedro Henrique Iora, Sanderland José Tavares Gurgel, Celso Ivam Conegero, Idalina Diair Regla Carolino, Maria Muzanila Mushi, Giane Aparecida Chaves Forato, João Vitor Perez de Souza, Thiago Augusto Hernandes Rocha, Samile Bonfim, Catherine Ann Staton, Oscar Kenji Nihei, João Ricardo Nickenig Vissoci, Luciano de Andrade

مصطلحات موضوعية: Molecular Biology, Pharmacology, Biotechnology, Sociology, Cancer, Science Policy, Virology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, mean global values, 803 &# 177, 726 &# 177, 705 &# 177, 680 &# 177, 675 &# 177, 485 &# 177, positive predictive value, smoking cessation program, best model based, positive outcomes correctly, relapses also promoted, decision tree flowchart, machine learning algorithm, therapeutic intervention success, eight ml algorithms, therapeutic intervention, machine learning, decision tree, best algorithm

Relation: https://figshare.com/articles/figure/Forest_plot_of_odds_ratio_and_confidence_interval_of_variables_according_to_smoking_cessation_/25337134

الاتاحة: https://doi.org/10.1371/journal.pone.0295970.g003

المؤلفون: Miyoko Massago, Mamoru Massago, Pedro Henrique Iora, Sanderland José Tavares Gurgel, Celso Ivam Conegero, Idalina Diair Regla Carolino, Maria Muzanila Mushi, Giane Aparecida Chaves Forato, João Vitor Perez de Souza, Thiago Augusto Hernandes Rocha, Samile Bonfim, Catherine Ann Staton, Oscar Kenji Nihei, João Ricardo Nickenig Vissoci, Luciano de Andrade

مصطلحات موضوعية: Molecular Biology, Pharmacology, Biotechnology, Sociology, Cancer, Science Policy, Virology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, mean global values, 803 &# 177, 726 &# 177, 705 &# 177, 680 &# 177, 675 &# 177, 485 &# 177, positive predictive value, smoking cessation program, best model based, positive outcomes correctly, relapses also promoted, decision tree flowchart, machine learning algorithm, therapeutic intervention success, eight ml algorithms, therapeutic intervention, machine learning, decision tree, best algorithm

Relation: https://figshare.com/articles/figure/Decision_tree_flowchart_/25337137

الاتاحة: https://doi.org/10.1371/journal.pone.0295970.g004

المؤلفون: Miyoko Massago, Mamoru Massago, Pedro Henrique Iora, Sanderland José Tavares Gurgel, Celso Ivam Conegero, Idalina Diair Regla Carolino, Maria Muzanila Mushi, Giane Aparecida Chaves Forato, João Vitor Perez de Souza, Thiago Augusto Hernandes Rocha, Samile Bonfim, Catherine Ann Staton, Oscar Kenji Nihei, João Ricardo Nickenig Vissoci, Luciano de Andrade

مصطلحات موضوعية: Molecular Biology, Pharmacology, Biotechnology, Sociology, Cancer, Science Policy, Virology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, mean global values, 803 &# 177, 726 &# 177, 705 &# 177, 680 &# 177, 675 &# 177, 485 &# 177, positive predictive value, smoking cessation program, best model based, positive outcomes correctly, relapses also promoted, decision tree flowchart, machine learning algorithm, therapeutic intervention success, eight ml algorithms, therapeutic intervention, machine learning, decision tree, best algorithm

Relation: https://figshare.com/articles/figure/Image_of_therapeutic_intervention_success_probability_equator_prototype_/25337140

الاتاحة: https://doi.org/10.1371/journal.pone.0295970.g005

المؤلفون: Miyoko Massago, Mamoru Massago, Pedro Henrique Iora, Sanderland José Tavares Gurgel, Celso Ivam Conegero, Idalina Diair Regla Carolino, Maria Muzanila Mushi, Giane Aparecida Chaves Forato, João Vitor Perez de Souza, Thiago Augusto Hernandes Rocha, Samile Bonfim, Catherine Ann Staton, Oscar Kenji Nihei, João Ricardo Nickenig Vissoci, Luciano de Andrade

مصطلحات موضوعية: Molecular Biology, Pharmacology, Biotechnology, Sociology, Cancer, Science Policy, Virology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, mean global values, 803 &# 177, 726 &# 177, 705 &# 177, 680 &# 177, 675 &# 177, 485 &# 177, positive predictive value, smoking cessation program, best model based, positive outcomes correctly, relapses also promoted, decision tree flowchart, machine learning algorithm, therapeutic intervention success, eight ml algorithms, therapeutic intervention, machine learning, decision tree, best algorithm

Relation: https://figshare.com/articles/dataset/Variables_selected_for_this_study_/25337143

الاتاحة: https://doi.org/10.1371/journal.pone.0295970.t001

المؤلفون: Miyoko Massago, Mamoru Massago, Pedro Henrique Iora, Sanderland José Tavares Gurgel, Celso Ivam Conegero, Idalina Diair Regla Carolino, Maria Muzanila Mushi, Giane Aparecida Chaves Forato, João Vitor Perez de Souza, Thiago Augusto Hernandes Rocha, Samile Bonfim, Catherine Ann Staton, Oscar Kenji Nihei, João Ricardo Nickenig Vissoci, Luciano de Andrade

مصطلحات موضوعية: Molecular Biology, Pharmacology, Biotechnology, Sociology, Cancer, Science Policy, Virology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, mean global values, 803 &# 177, 726 &# 177, 705 &# 177, 680 &# 177, 675 &# 177, 485 &# 177, positive predictive value, smoking cessation program, best model based, positive outcomes correctly, relapses also promoted, decision tree flowchart, machine learning algorithm, therapeutic intervention success, eight ml algorithms, therapeutic intervention, machine learning, decision tree, best algorithm

Relation: https://figshare.com/articles/dataset/Mean_and_standard_deviation_of_the_predictive_values_of_machine_learning_models_evaluated_/25337146

الاتاحة: https://doi.org/10.1371/journal.pone.0295970.t002