المؤلفون: Hantai Kim (11890288), JaeYeon Park (5184392), Yun-Hoon Choung (6679796), Jeong Hun Jang (3983417), JeongGil Ko (5184395)

مصطلحات موضوعية: Biological Sciences not elsewhere classified, various human factors, speech discrimination scores, applicable screening tool, normal &# 8221, study provides implications, also present comparisons, proposed random forest, patient &# 8217, based prediction model, proper patient understanding, random forest, prediction model, &# 8220, based approach, also evaluates, patient intervention, identifying patient, tone audiometry, scale dataset, right ears, results obtained, provides physicians, potential feasibility, machine learning, layer perceptron, intended malingering, includes intentional, hearing loss, hearing impairment

Relation: https://figshare.com/articles/figure/SDS_prediction_results_using_three_models_multilayer_perceptron_support_vector_machine_and_Random_Forest_/17708818

الاتاحة: https://doi.org/10.1371/journal.pone.0261433.g002

المؤلفون: Hantai Kim (11890288), JaeYeon Park (5184392), Yun-Hoon Choung (6679796), Jeong Hun Jang (3983417), JeongGil Ko (5184395)

مصطلحات موضوعية: Biological Sciences not elsewhere classified, various human factors, speech discrimination scores, applicable screening tool, normal &# 8221, study provides implications, also present comparisons, proposed random forest, patient &# 8217, based prediction model, proper patient understanding, random forest, prediction model, &# 8220, based approach, also evaluates, patient intervention, identifying patient, tone audiometry, scale dataset, right ears, results obtained, provides physicians, potential feasibility, machine learning, layer perceptron, intended malingering, includes intentional, hearing loss, hearing impairment

Relation: https://figshare.com/articles/figure/A_sample_audiogram_from_PTA_/17708815

الاتاحة: https://doi.org/10.1371/journal.pone.0261433.g001

المؤلفون: Hantai Kim (11890288), JaeYeon Park (5184392), Yun-Hoon Choung (6679796), Jeong Hun Jang (3983417), JeongGil Ko (5184395)

مصطلحات موضوعية: Biological Sciences not elsewhere classified, various human factors, speech discrimination scores, applicable screening tool, normal &# 8221, study provides implications, also present comparisons, proposed random forest, patient &# 8217, based prediction model, proper patient understanding, random forest, prediction model, &# 8220, based approach, also evaluates, patient intervention, identifying patient, tone audiometry, scale dataset, right ears, results obtained, provides physicians, potential feasibility, machine learning, layer perceptron, intended malingering, includes intentional, hearing loss, hearing impairment

Relation: https://figshare.com/articles/figure/Confusion_matrix_for_the_age_group_prediction_performance_using_PTA_thresholds_/17708824

الاتاحة: https://doi.org/10.1371/journal.pone.0261433.g004

المؤلفون: Hantai Kim (11890288), JaeYeon Park (5184392), Yun-Hoon Choung (6679796), Jeong Hun Jang (3983417), JeongGil Ko (5184395)

مصطلحات موضوعية: Biological Sciences not elsewhere classified, various human factors, speech discrimination scores, applicable screening tool, normal &# 8221, study provides implications, also present comparisons, proposed random forest, patient &# 8217, based prediction model, proper patient understanding, random forest, prediction model, &# 8220, based approach, also evaluates, patient intervention, identifying patient, tone audiometry, scale dataset, right ears, results obtained, provides physicians, potential feasibility, machine learning, layer perceptron, intended malingering, includes intentional, hearing loss, hearing impairment

Relation: https://figshare.com/articles/figure/Confusion_matrix_for_the_SDS_prediction_performance_using_PTA_thresholds_/17708821

الاتاحة: https://doi.org/10.1371/journal.pone.0261433.g003

المؤلفون: Hantai Kim (11890288), JaeYeon Park (5184392), Yun-Hoon Choung (6679796), Jeong Hun Jang (3983417), JeongGil Ko (5184395)

مصطلحات موضوعية: Biological Sciences not elsewhere classified, various human factors, speech discrimination scores, applicable screening tool, normal &# 8221, study provides implications, also present comparisons, proposed random forest, patient &# 8217, based prediction model, proper patient understanding, random forest, prediction model, &# 8220, based approach, also evaluates, patient intervention, identifying patient, tone audiometry, scale dataset, right ears, results obtained, provides physicians, potential feasibility, machine learning, layer perceptron, intended malingering, includes intentional, hearing loss, hearing impairment

Relation: https://figshare.com/articles/figure/An_average_of_pure_tone_audiograms_PTA_in_all_subjects_AC_and_BC_thresholds_from_80-100_as_shown_in_Fig_3_/17708827

الاتاحة: https://doi.org/10.1371/journal.pone.0261433.g005

المؤلفون: Hantai Kim (11890288), JaeYeon Park (5184392), Yun-Hoon Choung (6679796), Jeong Hun Jang (3983417), JeongGil Ko (5184395)

مصطلحات موضوعية: Biological Sciences not elsewhere classified, various human factors, speech discrimination scores, applicable screening tool, normal &# 8221, study provides implications, also present comparisons, proposed random forest, patient &# 8217, based prediction model, proper patient understanding, random forest, prediction model, &# 8220, based approach, also evaluates, patient intervention, identifying patient, tone audiometry, scale dataset, right ears, results obtained, provides physicians, potential feasibility, machine learning, layer perceptron, intended malingering, includes intentional, hearing loss, hearing impairment

Relation: https://figshare.com/articles/figure/Confusion_matrix_for_the_SDS_prediction_performance_with_a_range_of_0-90_only_/17708830

الاتاحة: https://doi.org/10.1371/journal.pone.0261433.g006

المؤلفون: Hantai Kim (11890288), JaeYeon Park (5184392), Yun-Hoon Choung (6679796), Jeong Hun Jang (3983417), JeongGil Ko (5184395)

مصطلحات موضوعية: Biological Sciences not elsewhere classified, various human factors, speech discrimination scores, applicable screening tool, normal &# 8221, study provides implications, also present comparisons, proposed random forest, patient &# 8217, based prediction model, proper patient understanding, random forest, prediction model, &# 8220, based approach, also evaluates, patient intervention, identifying patient, tone audiometry, scale dataset, right ears, results obtained, provides physicians, potential feasibility, machine learning, layer perceptron, intended malingering, includes intentional, hearing loss, hearing impairment

Relation: https://figshare.com/articles/dataset/The_table_of_SDS_bin_distribution_on_12_697_subjects_/17708833

الاتاحة: https://doi.org/10.1371/journal.pone.0261433.t001

المؤلفون: Hantai Kim (11890288), JaeYeon Park (5184392), Yun-Hoon Choung (6679796), Jeong Hun Jang (3983417), JeongGil Ko (5184395)

مصطلحات موضوعية: Biological Sciences not elsewhere classified, various human factors, speech discrimination scores, applicable screening tool, normal &# 8221, study provides implications, also present comparisons, proposed random forest, patient &# 8217, based prediction model, proper patient understanding, random forest, prediction model, &# 8220, based approach, also evaluates, patient intervention, identifying patient, tone audiometry, scale dataset, right ears, results obtained, provides physicians, potential feasibility, machine learning, layer perceptron, intended malingering, includes intentional, hearing loss, hearing impairment

Relation: https://figshare.com/articles/dataset/The_hyper-parameters_used_in_our_proposed_Random_Forest_model_provided_by_scikit-learn_framework_/17708836

الاتاحة: https://doi.org/10.1371/journal.pone.0261433.t002

المؤلفون: Hantai Kim (11890288), JaeYeon Park (5184392), Yun-Hoon Choung (6679796), Jeong Hun Jang (3983417), JeongGil Ko (5184395)

مصطلحات موضوعية: Biological Sciences not elsewhere classified, various human factors, speech discrimination scores, applicable screening tool, normal &# 8221, study provides implications, also present comparisons, proposed random forest, patient &# 8217, based prediction model, proper patient understanding, random forest, prediction model, &# 8220, based approach, also evaluates, patient intervention, identifying patient, tone audiometry, scale dataset, right ears, results obtained, provides physicians, potential feasibility, machine learning, layer perceptron, intended malingering, includes intentional, hearing loss, hearing impairment

Relation: https://figshare.com/articles/dataset/The_table_of_age_distribution_on_12_697_subjects_/17708842

الاتاحة: https://doi.org/10.1371/journal.pone.0261433.t004

المؤلفون: Hantai Kim (11890288), JaeYeon Park (5184392), Yun-Hoon Choung (6679796), Jeong Hun Jang (3983417), JeongGil Ko (5184395)

مصطلحات موضوعية: Biological Sciences not elsewhere classified, various human factors, speech discrimination scores, applicable screening tool, normal &# 8221, study provides implications, also present comparisons, proposed random forest, patient &# 8217, based prediction model, proper patient understanding, random forest, prediction model, &# 8220, based approach, also evaluates, patient intervention, identifying patient, tone audiometry, scale dataset, right ears, results obtained, provides physicians, potential feasibility, machine learning, layer perceptron, intended malingering, includes intentional, hearing loss, hearing impairment

Relation: https://figshare.com/articles/dataset/Accuracy_precision_recall_and_F1_score_of_age_prediction_for_the_right_and_left_ears_/17708845

الاتاحة: https://doi.org/10.1371/journal.pone.0261433.t005

المؤلفون: Hantai Kim (11890288), JaeYeon Park (5184392), Yun-Hoon Choung (6679796), Jeong Hun Jang (3983417), JeongGil Ko (5184395)

مصطلحات موضوعية: Biological Sciences not elsewhere classified, various human factors, speech discrimination scores, applicable screening tool, normal &# 8221, study provides implications, also present comparisons, proposed random forest, patient &# 8217, based prediction model, proper patient understanding, random forest, prediction model, &# 8220, based approach, also evaluates, patient intervention, identifying patient, tone audiometry, scale dataset, right ears, results obtained, provides physicians, potential feasibility, machine learning, layer perceptron, intended malingering, includes intentional, hearing loss, hearing impairment

Relation: https://figshare.com/articles/dataset/Clinical_remarks_for_subjects_showing_large_bin_differences_6_between_predicted_SDS_and_actual_SDS_/17708848

الاتاحة: https://doi.org/10.1371/journal.pone.0261433.t006

المؤلفون: Hantai Kim, JaeYeon Park, Yun-Hoon Choung, Jeong Hun Jang, JeongGil Ko

مصطلحات موضوعية: Biological Sciences not elsewhere classified, various human factors, speech discrimination scores, applicable screening tool, normal &# 8221, study provides implications, also present comparisons, proposed random forest, patient &# 8217, based prediction model, proper patient understanding, random forest, prediction model, &# 8220, based approach, also evaluates, patient intervention, identifying patient, tone audiometry, scale dataset, right ears, results obtained, provides physicians, potential feasibility, machine learning, layer perceptron, intended malingering, includes intentional, hearing loss, hearing impairment

Relation: https://doi.org/10.1371/journal.pone.0261433.g005

الاتاحة: https://doi.org/10.1371/journal.pone.0261433.g005