Model: yasserrmd/psychiatry-gemma-300m-emb
Author: yasserrmd
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, gemma3_text, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:20000, loss:MultipleNegativesRankingLoss, dataset:miriad/miriad-4.4M, arxiv:1908.10084, arxiv:1705.00652, base_model:google/embeddinggemma-300m, base_model:finetune:google/embeddinggemma-300m, endpoints_compatible, region:us
Base models (finetune): id: google/embeddinggemma-300m
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:20000, loss:MultipleNegativesRankingLoss
base_model: google/embeddinggemma-300m
widget: source_sentence: What are the recommended treatment options for major depression and how can they help reduce the burden of illness?
sentences: The integration of HIV and mental healthcare at the Luthando Clinic provides specialized treatment for HIV-positive psychiatric patients, allowing them to attend one clinic for both their psychiatric treatment and antiretroviral therapy (ART). This integrated approach offers personalized follow-up tailored to the needs of patients with mental illness and HIV infection, potentially resulting in improved rates of clinic attendance., Effective treatment options for major depression include antidepressant drugs and various methods of psychotherapy. The first-line treatment typically consists of antidepressant drug therapy, psychological interventions, or a combination of both. Cognitive-behavioral therapy (CBT) is a recommended intervention for the treatment of depression. These interventions have been shown to improve the quality of life and social function of patients with major depression. Effective treatment can also help reduce the financial burden of illness by decreasing direct and indirect costs associated with depression., Moclobemide, a benzamide derivative, has been found to have comparable antidepressant efficacy to clomipramine, amitriptyline, and imipramine. It is also superior to placebo in treating postnatal depression. Additionally, most patients tolerate moclobemide better than cyclic antidepressants. These advantages make it a favorable option for managing postnatal depression., source_sentence: How can TMS therapy be used as a continuation or maintenance treatment for patients who respond to an acute course?

sentences: Moclobemide, a medication used to treat depression, has been found to have beneficial effects on cognitive functions. It increases the levels of serotonin, norepinephrine, and dopamine in the central nervous system, which may contribute to its positive impact on cognitive abilities. A study conducted on patients with vascular depression showed that after 3 months of treatment with moclobemide, there was a significant improvement in neuropsychological tests assessing cognitive functions, except for visuospatial functions of memory. This suggests that moclobemide may have a specific activity on cognitive functions, particularly in patients with vascular depression., Individuals identified as at-risk for suicide or IPV should be referred to psychiatric services immediately. Proactive monitoring through phone calls or home visits can also be considered. Psychosocial support programs should be provided to both perpetrators and victims who are depressed. Therapeutic sessions or counseling services are recommended to reduce the possibility of suicide or further violence. Effective interventions not only lower the risk of recidivism but also educate potential victims on recognizing risk factors associated with violence., TMS therapy can be considered as a continuation or maintenance treatment for patients who respond to an acute course of treatment. It can be used intermittently on an empirical basis, with the frequency of sessions tailored to the patient's response. The Brainsway multi-center trial established a specific continuation regimen of 12 weeks of biweekly Deep TMS treatment. Additionally, many clinicians use maintenance medications and psychotherapy in conjunction with continuation or maintenance TMS therapy. This approach is considered when other established methods of maintenance antidepressant therapy fail to provide a satisfactory sustained pattern of clinical benefit or when a patient has a history of frequent relapse., source_sentence: What are the potential benefits of combining acupuncture with second-generation antipsychotics (SGAs) for the treatment of a certain condition?

sentences: Abnormalities in the cerebellar vermis have been implicated in various psychiatric disorders, including schizophrenia, autism, attention-deficit hyperactivity disorder (ADHD), and both bipolar and unipolar depression. The cerebellar vermis exerts modulatory effects on key brain regions involved in the regulation of neurotransmitters like norepinephrine and dopamine, which are implicated in these psychiatric conditions., College drinkers who use alcohol to alleviate negative emotions are at increased risk for problematic outcomes. Some of these consequence domains, such as physiological dependence and impaired control, may be associated with later progression to more severe symptoms. This poses concerns not only for immediate impacts on student success and well-being but also for the potential development of more severe symptoms in the future., The combination of acupuncture with SGAs has been found to have higher response rates compared to SGAs alone. However, there is no statistically significant difference in remission rates between the two treatment approaches. Acupuncture in combination with SGAs may be beneficial in improving treatment outcomes for the condition., source_sentence: How can the integration of Mental Health Programs and TB Control Programs improve the care model and address the comorbidity of mental disorders and tuberculosis?

sentences: Postpartum psychosis is a serious mental disorder that usually develops suddenly in the first 2-3 weeks after delivery. It is characterized by a loss of contact with reality, including delusions and hallucinations. Women with postpartum psychosis may also experience a loss of appetite and sleep, anxiety, agitation, and in severe cases, suicidal thoughts or threats towards their baby's life. This is different from the more common "baby blues" or postnatal depression, which is characterized by short-lived mood swings., The integration of Mental Health Programs and TB Control Programs can lead to changes in the care model and improve the response to the comorbidity of mental disorders and tuberculosis. Synergistic actions between these programs can be undertaken to develop interprofessional and intersectoral strategies based on population characteristics and disease burden in different municipalities. The use of appropriate tools and technologies, as well as an inclusive and emancipatory approach, can help reduce the double burden of stigma associated with both TB and mental disorders. Nurses and other health professionals play a crucial role in managing these conditions and promoting equity, dignity, and quality of life for patients., The comparison of different placebos used in psychiatric studies, particularly in the context of major depressive disorder treatments, raises broader epistemological questions about the certainty of medical practices. It challenges the assumptions about the effects of placebos in different situations and suggests the possibility of ranking different placebos, despite all being made of sucrose. This thought-provoking inquiry extends to the broader scope of psychiatry and medicine, questioning the reliability and certainty of the evidence relied upon to understand the nature and effectiveness of medical practices., source_sentence: What are the recommended domains for evaluating the outcome of treatment for panic disorder?

sentences: Mental health is considered important for achieving the United Nations Sustainable Development Goals, particularly in relation to goals 1 (no poverty) and 2 (no hunger) by 2030. The factors associated with work impairment and food insecurity in people with severe mental disorders in low- and middle-income countries have not been extensively studied, but it is hypothesized that alcohol use disorder and stigma associated with mental illness may contribute to these issues., Patients with IBS often experience psychiatric co-morbidities, such as anxiety, depression, and mood disorders. These conditions can significantly impact the quality of life for individuals with IBS (3) (4) (5)., The International Consensus Group on Depression and Anxiety suggests evaluating the outcome of treatment for panic disorder in five domains: panic attacks (including limited-symptom attacks), anticipatory anxiety, panic-related phobias, overall illness severity, and disabilities. "Response" is defined as a stable clinically significant improvement of symptoms, while "full remission" is the resolution of all five domains of symptoms maintained for three months.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
datasets: miriad/miriad-4.4M
Likes: 1 | All-time downloads: 189
Created: 2025-09-14 11:09:47