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.

Purpose: We assessed the proportion of patients with a focal intrahepatic stricture (FIHS) that was a precursor lesion or malignancy and visualized only as a duct dilatation. Materials and Methods: This retrospective study assessed patients who underwent surgery or biopsy for an FIHS on CT or MRI between January 2010 and March 2022. The number and proportion of non-precursor benign lesions, precursors, and malignancies were calculated.Clinical variables and imaging features were compared between non-premalignant benign and premalignant/malignant FIHSs. Results: Twenty-eight patients with confirmed histopathological diagnoses were identified, including 15 men (54.0%) and 13 women (46.0%). The median age of all patients at the first imaging diagnosis was 65 ± 9.54 (range, 43–78) years. Of the 28 patients with FIHSs, 9 (32%) were diagnosed with cholangiocarcinoma and 7 (25%) were diagnosed with precursor lesions, which included six intraductal papillary neoplasms of the bile duct and one biliary intraepithelial neoplasm. Accordingly, 16 (57%) patients had malignant or precursor lesions, and 12 (43%) were diagnosed with non-precursor benign lesions. None of the clinical variables and imaging features used for analysis showed a statistically significant difference between the non-premalignant benign and premalignant/malignant FIHS groups (p > 0.05). Conclusion FIHSs visualized only as duct dilatation can harbor malignant or precursor lesions.

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.

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.

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.

Purpose: We assessed the proportion of patients with a focal intrahepatic stricture (FIHS) that was a precursor lesion or malignancy and visualized only as a duct dilatation. Materials and Methods: This retrospective study assessed patients who underwent surgery or biopsy for an FIHS on CT or MRI between January 2010 and March 2022. The number and proportion of non-precursor benign lesions, precursors, and malignancies were calculated.Clinical variables and imaging features were compared between non-premalignant benign and premalignant/malignant FIHSs. Results: Twenty-eight patients with confirmed histopathological diagnoses were identified, including 15 men (54.0%) and 13 women (46.0%). The median age of all patients at the first imaging diagnosis was 65 ± 9.54 (range, 43–78) years. Of the 28 patients with FIHSs, 9 (32%) were diagnosed with cholangiocarcinoma and 7 (25%) were diagnosed with precursor lesions, which included six intraductal papillary neoplasms of the bile duct and one biliary intraepithelial neoplasm. Accordingly, 16 (57%) patients had malignant or precursor lesions, and 12 (43%) were diagnosed with non-precursor benign lesions. None of the clinical variables and imaging features used for analysis showed a statistically significant difference between the non-premalignant benign and premalignant/malignant FIHS groups (p > 0.05). Conclusion FIHSs visualized only as duct dilatation can harbor malignant or precursor lesions.

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.

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.

Purpose: We assessed the proportion of patients with a focal intrahepatic stricture (FIHS) that was a precursor lesion or malignancy and visualized only as a duct dilatation. Materials and Methods: This retrospective study assessed patients who underwent surgery or biopsy for an FIHS on CT or MRI between January 2010 and March 2022. The number and proportion of non-precursor benign lesions, precursors, and malignancies were calculated.Clinical variables and imaging features were compared between non-premalignant benign and premalignant/malignant FIHSs. Results: Twenty-eight patients with confirmed histopathological diagnoses were identified, including 15 men (54.0%) and 13 women (46.0%). The median age of all patients at the first imaging diagnosis was 65 ± 9.54 (range, 43–78) years. Of the 28 patients with FIHSs, 9 (32%) were diagnosed with cholangiocarcinoma and 7 (25%) were diagnosed with precursor lesions, which included six intraductal papillary neoplasms of the bile duct and one biliary intraepithelial neoplasm. Accordingly, 16 (57%) patients had malignant or precursor lesions, and 12 (43%) were diagnosed with non-precursor benign lesions. None of the clinical variables and imaging features used for analysis showed a statistically significant difference between the non-premalignant benign and premalignant/malignant FIHS groups (p > 0.05). Conclusion FIHSs visualized only as duct dilatation can harbor malignant or precursor lesions.

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.