Classifying mental disorders through clinicians’ subjective approach based on three-way decisions
The most widely used technique for psychiatric diagnosis is a contemporary manual-based procedure based on prevailing culture-bound data for the classification of mental disorders. However, it has several inherent faults, including the misdiagnosis of complex patient phenomena and others. A potentia...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Frontiers Media S.A.
2023-07-01
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| Series: | Frontiers in Psychology |
| Subjects: | |
| Online Access: | https://www.frontiersin.org/articles/10.3389/fpsyg.2023.1144826/full |
| _version_ | 1797785221669584896 |
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| author | Huidong Wang Md Sakib Ullah Sourav Mengdi Yang Jiaping Zhang |
| author_facet | Huidong Wang Md Sakib Ullah Sourav Mengdi Yang Jiaping Zhang |
| author_sort | Huidong Wang |
| collection | DOAJ |
| description | The most widely used technique for psychiatric diagnosis is a contemporary manual-based procedure based on prevailing culture-bound data for the classification of mental disorders. However, it has several inherent faults, including the misdiagnosis of complex patient phenomena and others. A potential mental patient from a minority culture could present with atypical symptoms that would be missed by the standard approach. Using the three-way decisions (3WD) as a framework, we propose a unified model that represents the subjective approach (CSA) of clinicians (psychiatrists and psychologists) consisting of three components: qualitative analysis, quantitative analysis, and evaluation-based analysis. The results of the qualitative and quantitative investigation are a classification list and a set of numerical weights based on malady severity levels according to the clinician’s highest level of assumptions. Moreover, we construct a comparative classification of diseases into three categories with varying levels of importance; a three-way evaluation-based model is utilized in this study in order to better comprehend and communicate these results. This proposed method enables clinicians to consider identical data-driven individual behavioral symptoms of patients to be integrated with the current manual-based process as a complementary diagnostic instrument to improve the accuracy of mental disorder diagnosis. |
| first_indexed | 2024-03-13T00:51:01Z |
| format | Article |
| id | doaj.art-21419bf953754ff6bbbe919c873cd745 |
| institution | Directory Open Access Journal |
| issn | 1664-1078 |
| language | English |
| last_indexed | 2024-03-13T00:51:01Z |
| publishDate | 2023-07-01 |
| publisher | Frontiers Media S.A. |
| record_format | Article |
| series | Frontiers in Psychology |
| spelling | doaj.art-21419bf953754ff6bbbe919c873cd7452023-07-07T14:05:48ZengFrontiers Media S.A.Frontiers in Psychology1664-10782023-07-011410.3389/fpsyg.2023.11448261144826Classifying mental disorders through clinicians’ subjective approach based on three-way decisionsHuidong WangMd Sakib Ullah SouravMengdi YangJiaping ZhangThe most widely used technique for psychiatric diagnosis is a contemporary manual-based procedure based on prevailing culture-bound data for the classification of mental disorders. However, it has several inherent faults, including the misdiagnosis of complex patient phenomena and others. A potential mental patient from a minority culture could present with atypical symptoms that would be missed by the standard approach. Using the three-way decisions (3WD) as a framework, we propose a unified model that represents the subjective approach (CSA) of clinicians (psychiatrists and psychologists) consisting of three components: qualitative analysis, quantitative analysis, and evaluation-based analysis. The results of the qualitative and quantitative investigation are a classification list and a set of numerical weights based on malady severity levels according to the clinician’s highest level of assumptions. Moreover, we construct a comparative classification of diseases into three categories with varying levels of importance; a three-way evaluation-based model is utilized in this study in order to better comprehend and communicate these results. This proposed method enables clinicians to consider identical data-driven individual behavioral symptoms of patients to be integrated with the current manual-based process as a complementary diagnostic instrument to improve the accuracy of mental disorder diagnosis.https://www.frontiersin.org/articles/10.3389/fpsyg.2023.1144826/fulldata-driven decision makingmental disorder classificationpsychiatric diagnosisthree-way decisionsthe Trisecting-Acting-Outcome (TAO) model |
| spellingShingle | Huidong Wang Md Sakib Ullah Sourav Mengdi Yang Jiaping Zhang Classifying mental disorders through clinicians’ subjective approach based on three-way decisions Frontiers in Psychology data-driven decision making mental disorder classification psychiatric diagnosis three-way decisions the Trisecting-Acting-Outcome (TAO) model |
| title | Classifying mental disorders through clinicians’ subjective approach based on three-way decisions |
| title_full | Classifying mental disorders through clinicians’ subjective approach based on three-way decisions |
| title_fullStr | Classifying mental disorders through clinicians’ subjective approach based on three-way decisions |
| title_full_unstemmed | Classifying mental disorders through clinicians’ subjective approach based on three-way decisions |
| title_short | Classifying mental disorders through clinicians’ subjective approach based on three-way decisions |
| title_sort | classifying mental disorders through clinicians subjective approach based on three way decisions |
| topic | data-driven decision making mental disorder classification psychiatric diagnosis three-way decisions the Trisecting-Acting-Outcome (TAO) model |
| url | https://www.frontiersin.org/articles/10.3389/fpsyg.2023.1144826/full |
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