jackxinning/Leanly_AI · Hugging Face

Source: https://huggingface.co/jackxinning/Leanly_AI

https://huggingface.co/jackxinning/Leanly_AI#leanly_ai-introductionLeanly_AI Introduction

Leanly_AIis a large language model jointly developed by theDepartment of Endocrinology and Metabolismand theDepartment of General PracticeatProvincial Hospital Affiliated to Fuzhou University.

https://huggingface.co/jackxinning/Leanly_AI#core-developersCore Developers

• Xin Ning
• Wen Junping

https://huggingface.co/jackxinning/Leanly_AI#model-focus–key-strengthsModel Focus & Key Strengths

Leanly_AIis specifically designed forclinical weight management settings. It aims to assist physicians in providingstandardized, supportive, and clinically oriented psychological carefor individuals with obesity who experience emotional challenges during the weight management process.

A key feature ofLeanly_AIis its deep integration withlarge-scale population health evidence from the UK Biobank. This integration enables the model to better understand the psychological characteristics, emotional vulnerability, and clinical support needs of individuals with obesity, while maintaining a clinically interpretable and evidence-informed response style.

Unlike general conversational models,Leanly_AIfocuses on the psychological needs commonly encountered in obesity and weight management, including anxiety, low mood, guilt, self-blame, emotional distress, frustration, weight-related stigma, and reduced treatment motivation.

For more information, please visit our official website:http://www.leanly-ai.top/

https://huggingface.co/jackxinning/Leanly_AI#from-general-psychological-comfort-to-evidence-informed-clinical-psychological-supportFrom General Psychological Comfort to Evidence-Informed Clinical Psychological Support

Traditional psychological comfort models often provide broad encouragement, such as “Don’t be sad,” “Keep going,” or “You can do it.” However, individuals with obesity may face more complex emotional burdens during weight management, including repeated treatment failure, body image distress, social pressure, stigma, and reduced self-efficacy.

Leanly_AIis designed to move beyond simple emotional comfort. By incorporating insights fromUK Biobank-based population health dataand clinical weight management scenarios, the model provides responses that are morestructured, context-aware, clinically cautious, and aligned with real-world obesity care.

For example, when a user expresses persistent sadness, obvious anxiety, feelings of worthlessness, emotional loss of control, or reduced motivation for treatment, the model does not merely provide reassurance. Instead, it can help identify potential psychological distress, encourage standardized psychological screening when appropriate, and remind users to seek support from physicians or mental health professionals when necessary.

https://huggingface.co/jackxinning/Leanly_AI#clinical-logic-and-medical-interpretabilityClinical Logic and Medical Interpretability

The design ofLeanly_AIemphasizes clinical logic and medical interpretability. Its response strategy is not limited to general language generation. Instead, it is informed bylarge-scale population-level health evidence, clinical medical knowledge, and the psychological characteristics commonly observed in individuals undergoing obesity treatment.

Within this framework, the model pays special attention to:

• Emotional problems that may interfere with weight management
• Psychological distress related to weight stigma and body image concerns
• Situations that may require professional psychological evaluation
• Communication strategies that reduce shame, guilt, and self-blame
• Supportive guidance that improves treatment adherence and long-term engagement

Therefore,Leanly_AIis not only an emotional companionship tool, but also a potential auxiliary tool forearly psychological risk awareness,stigma-reducing communication,treatment adherence support, andclinically oriented weight management care.

https://huggingface.co/jackxinning/Leanly_AI#scientific-innovationScientific Innovation

From a research and application perspective,Leanly_AIexplores a new direction for integratinglarge-scale biomedical data resources, medical knowledge, clinical experience, and AI-based psychological support in the field of obesity care.

Most existing AI psychological support models are built for general emotional conversation. In contrast,Leanly_AIis tailored to a specific clinical population and a specific healthcare scenario: individuals with obesity during weight management. Its development is supported by a deep fusion ofUK Biobank-derived population health evidenceand clinically oriented psychological support strategies.

This gives the model stronger:

• Disease-population specificity
• Clinical scenario adaptability
• Evidence-informed response logic
• Medical communication awareness
• Stigma-reducing response style
• Potential value in physician-assisted care

The goal ofLeanly_AIis not to replace physicians or mental health professionals, but to provide a supportive AI tool that helps improve psychological care during obesity management.

https://huggingface.co/jackxinning/Leanly_AI#key-advantagesKey Advantages

• ✅ Deeply integratesUK Biobank-based population health evidence
• ✅ Providesstandardized psychological supportfor individuals with obesity
• ✅ Helps reduce psychological harm caused byweight-related stigma
• ✅ Supports early awareness of possibleemotional distress
• ✅ Encourages appropriatepsychological screening and professional help-seeking
• ✅ Improves patienttreatment adherenceand long-term engagement
• ✅ Enhances the overall quality ofweight management care
• ✅ Assists physicians in providing morestructured and empathetic communication
• ✅ Focuses on clinically relevant emotional problems during obesity treatment

https://huggingface.co/jackxinning/Leanly_AI#core-feature-summaryCore Feature Summary

The core feature ofLeanly_AIcan be summarized as follows:

Leanly_AI is a clinically oriented psychological support large language model for individuals with obesity. It deeply integrates UK Biobank-based population health evidence, medical knowledge, weight management scenarios, and stigma-reducing communication strategies to provide structured, empathetic, and physician-assisted psychological care during the weight management process.

Leanly_AI— Providing professional psychological support to make weight management more comprehensive, personalized, and sustainable.