1.Smoking Cessation Treatment in Primary Care
Hye-ji AN ; Cheol-Min LEE ; Yoo-Bin SEO ; Eon-Sook LEE ; Yu-Jin PAEK
Korean Journal of Family Practice 2024;14(4):184-192
Smoking is a major health risk factor contributing to substantial morbidity and mortality worldwide. Although most smokers express a desire to quit— or they attempt to do so—, achieving smoking cessation solely through individual willpower is often challenging. Primary care plays a pivotal role in supporting smoking cessation efforts by increasing the likelihood of success. Even brief advice from a physician significantly increases the chance of quitting, and combining counseling with pharmacotherapy further improves cessation rates. Particular attention is required for smokers in special populations, such as those with cardiovascular diseases or mental health conditions, wherein tailored and proactive smoking cessation interventions are crucial. Digital health tools, including smartphone applications and text messaging interventions, have recently emerged as effective strategies to support personalized smoking cessation behaviors. Furthermore, institutional support, such as national programs, quitlines, and post-screening counseling for lung cancer, are critical resources that promote successful cessation. Primary care physicians are uniquely positioned to foster longterm smoking cessation success through sustained relationships with patients by leveraging these tools and resources to provide comprehensive and continuous care.
2.Social and Behavioral Factors Related to Contraception in Korean Adolescents with Sexual Experience: Based on the 2018 and 2021 Korea Youth Risk Behavior Web-Based Survey
Sohyun PARK ; Hong Ji SONG ; Junhee HAN ; Young-Gyun SEO ; Hye-Mi NOH ; Kyung Hee PARK ; Hye-Ji AN ; Yu-Jin PAEK
Korean Journal of Family Practice 2024;14(1):28-39
Background:
Adolescent unintended pregnancies can have detrimental effects on maternal and fetal health, impacting the social lives of young parents. Globally, there is an emphasis on preventing unintended pregnancies in adolescents through comprehensive contraceptive education. This study examined contraception practices and determinants among sexually active Korean adolescents.
Methods:
This study analyzed raw data from the 2018 and 2021 Korea Youth Risk Behavior Survey conducted by the Korea Disease Control and Prevention Agency. The cohort consisted of 6,042 adolescents who reported sexual experience, categorized into those always practicing contraception and those not. We scrutinized factors related to sexual behavior, such as contraception and sex education, as well as other social and behavioral factors.
Results:
Among sexually active adolescents, 47.9% of males and 48.1% of females consistently used contraception. The most prevalent contraceptive method was condoms (male 58.1%; female 59.6%). However, a significant portion of adolescents were not using contraception (male 29.4%; female 21.7%). Females who did not consistently use contraception exhibited higher pregnancy rates (2.4% vs. 11.3%). Consistent contraceptive users tended to live with their families and reported less sexual experience after drinking alcohol. Despite a decline in sexual education in schools from 2018 to 2021, the proportion of adolescents consistently using contraception increased.
Conclusion
To prevent unintended pregnancies among sexually active adolescents, consistent use of appropriate contraceptive methods is crucial.Comprehensive education on contraception should be extended beyond schools to include homes and primary healthcare settings. Policymakers and healthcare providers should consider these consequences when devising strategies to reduce unintended pregnancies among adolescents.
3.Occupation classification model based on DistilKoBERT: using the 5th and 6th Korean Working Condition Surveys
Tae-Yeon KIM ; Seong-Uk BAEK ; Myeong-Hun LIM ; Byungyoon YUN ; Domyung PAEK ; Kyung Ehi ZOH ; Kanwoo YOUN ; Yun Keun LEE ; Yangho KIM ; Jungwon KIM ; Eunsuk CHOI ; Mo-Yeol KANG ; YoonHo CHO ; Kyung-Eun LEE ; Juho SIM ; Juyeon OH ; Heejoo PARK ; Jian LEE ; Jong-Uk WON ; Yu-Min LEE ; Jin-Ha YOON
Annals of Occupational and Environmental Medicine 2024;36(1):e19-
Accurate occupation classification is essential in various fields, including policy development and epidemiological studies. This study aims to develop an occupation classification model based on DistilKoBERT. This study used data from the 5th and 6th Korean Working Conditions Surveys conducted in 2017 and 2020, respectively. A total of 99,665 survey participants, who were nationally representative of Korean workers, were included. We used natural language responses regarding their job responsibilities and occupational codes based on the Korean Standard Classification of Occupations (7th version, 3-digit codes). The dataset was randomly split into training and test datasets in a ratio of 7:3. The occupation classification model based on DistilKoBERT was fine-tuned using the training dataset, and the model was evaluated using the test dataset. The accuracy, precision, recall, and F1 score were calculated as evaluation metrics. The final model, which classified 28,996 survey participants in the test dataset into 142 occupational codes, exhibited an accuracy of 84.44%. For the evaluation metrics, the precision, recall, and F1 score of the model, calculated by weighting based on the sample size, were 0.83, 0.84, and 0.83, respectively. The model demonstrated high precision in the classification of service and sales workers yet exhibited low precision in the classification of managers. In addition, it displayed high precision in classifying occupations prominently represented in the training dataset. This study developed an occupation classification system based on DistilKoBERT, which demonstrated reasonable performance. Despite further efforts to enhance the classification accuracy, this automated occupation classification model holds promise for advancing epidemiological studies in the fields of occupational safety and health.
4.Smoking Cessation Treatment in Primary Care
Hye-ji AN ; Cheol-Min LEE ; Yoo-Bin SEO ; Eon-Sook LEE ; Yu-Jin PAEK
Korean Journal of Family Practice 2024;14(4):184-192
Smoking is a major health risk factor contributing to substantial morbidity and mortality worldwide. Although most smokers express a desire to quit— or they attempt to do so—, achieving smoking cessation solely through individual willpower is often challenging. Primary care plays a pivotal role in supporting smoking cessation efforts by increasing the likelihood of success. Even brief advice from a physician significantly increases the chance of quitting, and combining counseling with pharmacotherapy further improves cessation rates. Particular attention is required for smokers in special populations, such as those with cardiovascular diseases or mental health conditions, wherein tailored and proactive smoking cessation interventions are crucial. Digital health tools, including smartphone applications and text messaging interventions, have recently emerged as effective strategies to support personalized smoking cessation behaviors. Furthermore, institutional support, such as national programs, quitlines, and post-screening counseling for lung cancer, are critical resources that promote successful cessation. Primary care physicians are uniquely positioned to foster longterm smoking cessation success through sustained relationships with patients by leveraging these tools and resources to provide comprehensive and continuous care.
5.Social and Behavioral Factors Related to Contraception in Korean Adolescents with Sexual Experience: Based on the 2018 and 2021 Korea Youth Risk Behavior Web-Based Survey
Sohyun PARK ; Hong Ji SONG ; Junhee HAN ; Young-Gyun SEO ; Hye-Mi NOH ; Kyung Hee PARK ; Hye-Ji AN ; Yu-Jin PAEK
Korean Journal of Family Practice 2024;14(1):28-39
Background:
Adolescent unintended pregnancies can have detrimental effects on maternal and fetal health, impacting the social lives of young parents. Globally, there is an emphasis on preventing unintended pregnancies in adolescents through comprehensive contraceptive education. This study examined contraception practices and determinants among sexually active Korean adolescents.
Methods:
This study analyzed raw data from the 2018 and 2021 Korea Youth Risk Behavior Survey conducted by the Korea Disease Control and Prevention Agency. The cohort consisted of 6,042 adolescents who reported sexual experience, categorized into those always practicing contraception and those not. We scrutinized factors related to sexual behavior, such as contraception and sex education, as well as other social and behavioral factors.
Results:
Among sexually active adolescents, 47.9% of males and 48.1% of females consistently used contraception. The most prevalent contraceptive method was condoms (male 58.1%; female 59.6%). However, a significant portion of adolescents were not using contraception (male 29.4%; female 21.7%). Females who did not consistently use contraception exhibited higher pregnancy rates (2.4% vs. 11.3%). Consistent contraceptive users tended to live with their families and reported less sexual experience after drinking alcohol. Despite a decline in sexual education in schools from 2018 to 2021, the proportion of adolescents consistently using contraception increased.
Conclusion
To prevent unintended pregnancies among sexually active adolescents, consistent use of appropriate contraceptive methods is crucial.Comprehensive education on contraception should be extended beyond schools to include homes and primary healthcare settings. Policymakers and healthcare providers should consider these consequences when devising strategies to reduce unintended pregnancies among adolescents.
6.Occupation classification model based on DistilKoBERT: using the 5th and 6th Korean Working Condition Surveys
Tae-Yeon KIM ; Seong-Uk BAEK ; Myeong-Hun LIM ; Byungyoon YUN ; Domyung PAEK ; Kyung Ehi ZOH ; Kanwoo YOUN ; Yun Keun LEE ; Yangho KIM ; Jungwon KIM ; Eunsuk CHOI ; Mo-Yeol KANG ; YoonHo CHO ; Kyung-Eun LEE ; Juho SIM ; Juyeon OH ; Heejoo PARK ; Jian LEE ; Jong-Uk WON ; Yu-Min LEE ; Jin-Ha YOON
Annals of Occupational and Environmental Medicine 2024;36(1):e19-
Accurate occupation classification is essential in various fields, including policy development and epidemiological studies. This study aims to develop an occupation classification model based on DistilKoBERT. This study used data from the 5th and 6th Korean Working Conditions Surveys conducted in 2017 and 2020, respectively. A total of 99,665 survey participants, who were nationally representative of Korean workers, were included. We used natural language responses regarding their job responsibilities and occupational codes based on the Korean Standard Classification of Occupations (7th version, 3-digit codes). The dataset was randomly split into training and test datasets in a ratio of 7:3. The occupation classification model based on DistilKoBERT was fine-tuned using the training dataset, and the model was evaluated using the test dataset. The accuracy, precision, recall, and F1 score were calculated as evaluation metrics. The final model, which classified 28,996 survey participants in the test dataset into 142 occupational codes, exhibited an accuracy of 84.44%. For the evaluation metrics, the precision, recall, and F1 score of the model, calculated by weighting based on the sample size, were 0.83, 0.84, and 0.83, respectively. The model demonstrated high precision in the classification of service and sales workers yet exhibited low precision in the classification of managers. In addition, it displayed high precision in classifying occupations prominently represented in the training dataset. This study developed an occupation classification system based on DistilKoBERT, which demonstrated reasonable performance. Despite further efforts to enhance the classification accuracy, this automated occupation classification model holds promise for advancing epidemiological studies in the fields of occupational safety and health.
7.Smoking Cessation Treatment in Primary Care
Hye-ji AN ; Cheol-Min LEE ; Yoo-Bin SEO ; Eon-Sook LEE ; Yu-Jin PAEK
Korean Journal of Family Practice 2024;14(4):184-192
Smoking is a major health risk factor contributing to substantial morbidity and mortality worldwide. Although most smokers express a desire to quit— or they attempt to do so—, achieving smoking cessation solely through individual willpower is often challenging. Primary care plays a pivotal role in supporting smoking cessation efforts by increasing the likelihood of success. Even brief advice from a physician significantly increases the chance of quitting, and combining counseling with pharmacotherapy further improves cessation rates. Particular attention is required for smokers in special populations, such as those with cardiovascular diseases or mental health conditions, wherein tailored and proactive smoking cessation interventions are crucial. Digital health tools, including smartphone applications and text messaging interventions, have recently emerged as effective strategies to support personalized smoking cessation behaviors. Furthermore, institutional support, such as national programs, quitlines, and post-screening counseling for lung cancer, are critical resources that promote successful cessation. Primary care physicians are uniquely positioned to foster longterm smoking cessation success through sustained relationships with patients by leveraging these tools and resources to provide comprehensive and continuous care.
8.Social and Behavioral Factors Related to Contraception in Korean Adolescents with Sexual Experience: Based on the 2018 and 2021 Korea Youth Risk Behavior Web-Based Survey
Sohyun PARK ; Hong Ji SONG ; Junhee HAN ; Young-Gyun SEO ; Hye-Mi NOH ; Kyung Hee PARK ; Hye-Ji AN ; Yu-Jin PAEK
Korean Journal of Family Practice 2024;14(1):28-39
Background:
Adolescent unintended pregnancies can have detrimental effects on maternal and fetal health, impacting the social lives of young parents. Globally, there is an emphasis on preventing unintended pregnancies in adolescents through comprehensive contraceptive education. This study examined contraception practices and determinants among sexually active Korean adolescents.
Methods:
This study analyzed raw data from the 2018 and 2021 Korea Youth Risk Behavior Survey conducted by the Korea Disease Control and Prevention Agency. The cohort consisted of 6,042 adolescents who reported sexual experience, categorized into those always practicing contraception and those not. We scrutinized factors related to sexual behavior, such as contraception and sex education, as well as other social and behavioral factors.
Results:
Among sexually active adolescents, 47.9% of males and 48.1% of females consistently used contraception. The most prevalent contraceptive method was condoms (male 58.1%; female 59.6%). However, a significant portion of adolescents were not using contraception (male 29.4%; female 21.7%). Females who did not consistently use contraception exhibited higher pregnancy rates (2.4% vs. 11.3%). Consistent contraceptive users tended to live with their families and reported less sexual experience after drinking alcohol. Despite a decline in sexual education in schools from 2018 to 2021, the proportion of adolescents consistently using contraception increased.
Conclusion
To prevent unintended pregnancies among sexually active adolescents, consistent use of appropriate contraceptive methods is crucial.Comprehensive education on contraception should be extended beyond schools to include homes and primary healthcare settings. Policymakers and healthcare providers should consider these consequences when devising strategies to reduce unintended pregnancies among adolescents.
9.Occupation classification model based on DistilKoBERT: using the 5th and 6th Korean Working Condition Surveys
Tae-Yeon KIM ; Seong-Uk BAEK ; Myeong-Hun LIM ; Byungyoon YUN ; Domyung PAEK ; Kyung Ehi ZOH ; Kanwoo YOUN ; Yun Keun LEE ; Yangho KIM ; Jungwon KIM ; Eunsuk CHOI ; Mo-Yeol KANG ; YoonHo CHO ; Kyung-Eun LEE ; Juho SIM ; Juyeon OH ; Heejoo PARK ; Jian LEE ; Jong-Uk WON ; Yu-Min LEE ; Jin-Ha YOON
Annals of Occupational and Environmental Medicine 2024;36(1):e19-
Accurate occupation classification is essential in various fields, including policy development and epidemiological studies. This study aims to develop an occupation classification model based on DistilKoBERT. This study used data from the 5th and 6th Korean Working Conditions Surveys conducted in 2017 and 2020, respectively. A total of 99,665 survey participants, who were nationally representative of Korean workers, were included. We used natural language responses regarding their job responsibilities and occupational codes based on the Korean Standard Classification of Occupations (7th version, 3-digit codes). The dataset was randomly split into training and test datasets in a ratio of 7:3. The occupation classification model based on DistilKoBERT was fine-tuned using the training dataset, and the model was evaluated using the test dataset. The accuracy, precision, recall, and F1 score were calculated as evaluation metrics. The final model, which classified 28,996 survey participants in the test dataset into 142 occupational codes, exhibited an accuracy of 84.44%. For the evaluation metrics, the precision, recall, and F1 score of the model, calculated by weighting based on the sample size, were 0.83, 0.84, and 0.83, respectively. The model demonstrated high precision in the classification of service and sales workers yet exhibited low precision in the classification of managers. In addition, it displayed high precision in classifying occupations prominently represented in the training dataset. This study developed an occupation classification system based on DistilKoBERT, which demonstrated reasonable performance. Despite further efforts to enhance the classification accuracy, this automated occupation classification model holds promise for advancing epidemiological studies in the fields of occupational safety and health.
10.Smoking Cessation Treatment in Primary Care
Hye-ji AN ; Cheol-Min LEE ; Yoo-Bin SEO ; Eon-Sook LEE ; Yu-Jin PAEK
Korean Journal of Family Practice 2024;14(4):184-192
Smoking is a major health risk factor contributing to substantial morbidity and mortality worldwide. Although most smokers express a desire to quit— or they attempt to do so—, achieving smoking cessation solely through individual willpower is often challenging. Primary care plays a pivotal role in supporting smoking cessation efforts by increasing the likelihood of success. Even brief advice from a physician significantly increases the chance of quitting, and combining counseling with pharmacotherapy further improves cessation rates. Particular attention is required for smokers in special populations, such as those with cardiovascular diseases or mental health conditions, wherein tailored and proactive smoking cessation interventions are crucial. Digital health tools, including smartphone applications and text messaging interventions, have recently emerged as effective strategies to support personalized smoking cessation behaviors. Furthermore, institutional support, such as national programs, quitlines, and post-screening counseling for lung cancer, are critical resources that promote successful cessation. Primary care physicians are uniquely positioned to foster longterm smoking cessation success through sustained relationships with patients by leveraging these tools and resources to provide comprehensive and continuous care.

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