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A Coding Implementation to Build a Multi-Agent Research and Content Pipeline with CrewAI and Gemini
«`html A Coding Implementation to Build a Multi-Agent Research and Content Pipeline with CrewAI and Gemini In this tutorial, we establish an end-to-end AI agent system powered by CrewAI and Google’s Gemini models. We begin by installing all required packages, configuring the Gemini key securely, and building a suite of specialized agents, including research, data… →
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This AI Paper Introduces TableRAG: A Hybrid SQL and Text Retrieval Framework for Multi-Hop Question Answering over Heterogeneous Documents
Understanding the Target Audience for TableRAG The target audience for the paper introducing TableRAG primarily consists of AI researchers, data scientists, business analysts, and technology decision-makers. These individuals are typically engaged in developing or implementing AI systems that require advanced question-answering capabilities, particularly in environments where data is presented in both textual and tabular formats.… →
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Efficient and Adaptable Speech Enhancement via Pre-trained Generative Audioencoders and Vocoders
«`html Efficient and Adaptable Speech Enhancement via Pre-trained Generative Audioencoders and Vocoders Recent advances in speech enhancement (SE) have shifted from traditional mask or signal prediction methods to utilizing pre-trained audio models for richer, more transferable features. Models like WavLM extract meaningful audio embeddings that significantly enhance SE performance. Some approaches leverage these embeddings to… →
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Concurrent Treatment of Posttraumatic Stress Disorder and Alcohol Use Disorder in Women: A Randomized Clinical Trial
CONCLUSIONS AND RELEVANCE: In this trial of integrated treatment vs relapse prevention, integrated treatment led to a greater reduction in PTSD symptom severity and no detectable difference in alcohol use decrease compared with relapse prevention. These results support that integrated treatment can safely and effectively treat PTSD in women with AUD and ongoing alcohol use. →
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Treatment of neuropathic pain in leprosy patients with a physiotherapeutic protocol combined with photobiomodulation
CONCLUSION: This study provides relevant evidence for the efficacy of PPBMG in treating neuropathic pain in leprosy patients. →
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The hf-PGA is a valid and reliable measure of hand/foot psoriasis severity in adults: results from a phase 2b clinical trial
The objective was to investigate the reliability, validity, and meaningful change scores for the Physician’s Global Assessment of Hands and/or Feet (hf-PGA), a measure of clinician-reported psoriasis severity on the hands/feet. Baseline, Week 8, and Week 16 data were analyzed from adult patients with moderate to severe plaque psoriasis (n = 99) in a Phase… →
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Investigating the effect of awareness-raising based on acceptance and commitment therapy on the quality of life of women living with HPV (human papilloma virus)
CONCLUSION: ACT-based awareness-raising may have the potential to enhance the quality of life of women living with HPV. Therefore, it is recommended that health, therapeutic, and behavioural centres use this method to support women with HPV. →
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Role of placental extracts in enhancing periodontal flap surgery healing: insights from periostin biomarker analysis
CONCLUSIONS: The adjunctive use of placental extract gel in surgical periodontal therapy demonstrated beneficial effects on healing outcomes. In addition, periostin shows promise as a biomarker for periodontal wound healing. →
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Cardiac index, SvO(2) or pCO(2) gap may determine benefit from ECMO in cardiogenic shock: post-hoc analysis of the multicenter, randomized ECMO-CS trial
CONCLUSIONS: Measurement of cardiac index, pCO(2) gap and SvO(2) could improve the management of cardiogenic shock. The presence of any of the following criteria — low cardiac index, high pCO(2) gap and low SvO(2) — may indicate a poor prognosis with conservative therapy and a substantial mortality benefit from mechanical circulatory support. →
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Impairment of neck and shoulder function after neck dissection: a comparative study of goniometry, EMG and paper pencil tool in a randomized controlled trial of level IIb preserving verses conventional neck dissection
CONCLUSIONS: The study demonstrates agreement between shoulder function measurements (goniometry and EMG) but discordance with NDII. This discrepancy may arise from the distinct constructs used by NDII to assess neck dissection impairment, highlighting potential limitations in its sensitivity to functional recovery. →
