Non-invasive follicular thyroid neoplasm with papillary-like nuclear features (NIFTP): what do we need to know?

Non-invasive follicular thyroid neoplasm with papillary-like nuclear features (NIFTP) is a recently defined thyroid nodule category characterized by follicular architecture with papillary nuclear features but lacking classical papillary carcinoma features like papillae or psammoma bodies. The diagnosis of NIFTP is based on histological examination and excludes cases with high-risk mutations like BRAFV600E. NIFTP carries a low risk of recurrence and distant metastasis, prompting a more conservative surgical approach compared to classical papillary thyroid carcinoma. The management of NIFTP typically involves lobectomy with postoperative monitoring of thyroglobulin levels and performing neck ultrasounds. While the identification of NIFTP represents a significant advancement in thyroid cancer diagnosis, challenges remain in refining preoperative diagnostic tools and establishing optimal long-term follow-up strategies. The objective of this review is to provide a comprehensive overview of NIFTP, including its histopathological characteristics, molecular profile, clinical presentation, diagnostic criteria, management strategies, and future research directions.

Implication of surgical loupes on complications following thyroidectomy: a meta-analysis.

OBJECTIVE: To determine the effectiveness of surgical loupes in reducing postoperative RLN palsy and hypocalcemia following thyroidectomy. DATA SOURCES: PubMed, Scopus and Google Scholar databases were searched between 2000 and 2024. REVIEW METHODS: Studies were included if they reported at least one complication outcome following thyroidectomy using surgical loupes. The outcome measure was the log odds ratio, with negative log odds indicating results favouring the experimental group. The model utilized the DerSimonian-Laird estimator, and Wald-type tests. RESULTS: The qualitative data synthesis included 813 patients from 6 included studies, including 410 patients with surgical loupes and 403 patients without surgical loupes. There was a statistically significant reduction in the rate of temporary RLN palsy in the surgical loupe group log(OR) = - 0.87 [(- 1.58, - 0.15), DL (Dersimonian and Laird method), REM (random effects model), CI (confidence interval) = 95%], or a 41.8% lower probability. The rates of permanent RLN palsy log(OR) = - 0.31 [(- 1.45, 0.82), DL, REM, CI = 95%], temporary hypocalcemia log(OR) = - 0.34 [(- 1.25, 0.57), DL, REM, CI = 95%], and permanent hypocalcemia log(OR) = - 0.85 [(- 2.24, 0.54), DL, REM, CI = 95%] were not statistically significant between the two groups, although there were trends toward decreases in these rates in the loupes group. CONCLUSIONS: Surgical loupe use during thyroidectomy can lead to a 41.8% lower probability of temporary RLN palsy compared to operating without loupes. LEVEL OF EVIDENCE: 3a.

Topical Antibiotic-Induced Otomycosis - a Systematic Review of Aetiology and Risk Factors.

Otomycosis is a chronic or subacute fungal infection of external ear accounting to 5 to 20% of external ear infection worldwide. Literature has suggested multiple local and environmental host factors associated with otomycosis, but their strength of association is not well established. We did this review to analyse otomycosis with respect to it's various common predisposing factors. Human studies reporting ototopical antibiotics with or without steroids as predisposing factors for otomycosis, or pooled data together with other predisposing factors were included. MEDLINE, EMBASE, CINAHL, the ISRCTN register, and Cochrane databases were searched for the data extraction. Critical appraisal was done using the standardized Joanna Briggs Institute's (JBI) Appraisal checklist. Random effects were used to calculate pooled estimate prevalence with 95% Confidence Intervals (CIs). Age varied in different studies with a mean age variation from 7 to 43.19. Most of the studies were conducted in tropical and sub-tropical countries. Aspergillus was the most common species isolated. The use of ototopical antibiotics with or without steroid drops [47% (95% CI, 0.38 - 0.56)] were found to be the commonest predisposing factor for otomycosis, followed by the use of a variety of oils and wax solvents [38% (95% CI,0.26 - 0.51)] and trauma to the External Auditory Canal (EAC) as a result of compulsive cleaning or instrumentation[37% (95% CI, 0.21 - 0.54)]. We suggest the need for caution and vigilance from clinicians treating patients with ototopical drops for ear infections and use of other alternative treatment like 2% acetic acid for mild cases whenever feasible.

Trotter Procedure with Harmonic Scalpel : A Unique Approach to Mucoepidermoid Carcinoma of Tongue Base Revisited.

Mucoepidermoid carcinoma (MEC) is a malignant locally invasive tumour of salivary glands, presumed to arise from reserve cells of salivary gland ducts. It accounts approximately 35% of all malignancies of major and minor salivary glands [1]. MEC arising in minor salivary glands can be located in different areas such as palate, retromolar trigone, floor of mouth, buccal mucosa, lips and tongue. MEC of tongue base are not common but they constitute around 50% of malignant lesions of salivary glands in this region. It presents in fifth and sixth decades of life mostly [1]. We present a rare case of 29 year old woman with low grade mucoepidermoid carcinoma of base of tongue operated by the Trotter procedure with harmonic scalpel - median labio-mandibular glossotomy approach. It's an interesting approach first described by William Trotter in 1920s. It's used by head and neck surgeons for accessing tongue base lesions, pharyngeal wall and cervical spine.

Versatility of Islanded Nasolabial Flap Based on Facial Artery and Vein for Reconstruction of Oral Cancer Defects, Experience in a Tertiary Care Center.

Introduction: Conventional nasolabial flap has been widely used for reconstruction for head and neck defects. Recent decades witnessed modification of this flap like islanded version based on subcutaneous pedicle or facial artery and vein. The later modification obviated a need for pedicle division, secondary procedures and facilitates reach of the flap to distant sites. Especially, the islanded nasolabial flap pedicled on facial artery and vein can have a long pedicle to conveniently reach the tongue, floor of mouth when the flap is routed through retromandibular area. Methods: A retrospective analysis was done on 14 patients analyzing the functional outcome like deglutition, speech, and aesthetic outcome of flap donor area, recruiting patients in which islanded nasolabial flap was done based on facial vessels for early stages of cancer tongue and lip. Results: In our series of 14 operated cases, all flaps survived. All the flaps were islanded over the skeletonized facial artery and vein. Tip necrosis occurred in one case. The donor site was closed primarily in all cases. The average speech scoring was grade five, Vancouver scar score of the flap donor area was 2.5 and intelligible speech was difficult in only three cases in follow up. Conclusion: We found this flap useful for reconstruction of small to moderate size defects of oral malignancy following excision with acceptable aesthetic and functional outcome in most of the patients.

Alcohol-Containing Mouthwash and the Risk of Oral Cancer: Exploring the Association.

Oral cavity and larynx cancers are generally associated with tobacco consumption, alcohol abuse or both. Mouthwashes are liquid antiseptic solutions that decrease the microbial load in the oral cavity. Alcohol is often used in mouthwashes for its antiseptic functions and as a carrier for some active ingredients, including menthol or thymol, helping them penetrate the plaque. There is some evidence for alcohol-containing mouthwash use which is associated with the potential risk of developing carcinoma of oral cavity. The results are inconclusive, as actual mouthwash use patterns may be inconsistent and cannot be easily quantified. Based on the available data, there is no sufficient evidence to accept the proposition that the use of mouthwashes containing alcohol can influence the development of oral cancer.

Artificial neural network to predict post-operative hypocalcemia following total thyroidectomy.

The primary objective of this study was to use artificial neural network (ANN) to predict the post operative hypocalcemia and severity of hypocalcemia following total thyroidectomy. The secondary objective was to determine the weightage for the factors predicting the hypocalcemia with the ANN. A single center, retrospective case series included treatment-naive patients undergoing total thyroidectomy for benign or malignant thyroid nodules from January 2020 to December 2022. Artificial neural network (ANN) - Multilayer Perceptron (MLP) used to predict post-operative hypocalcemia in ANN. Multivariate analysis was used construct validity. The data of 196 total thyroidectomy cases was used for training and testing. The mean incorrect prediction during training and testing was 3.18% (± σ = 0.65%) and 3.66% (± σ = 1.88%) for hypocalcemia. The cumulative Root-Mean-Square-Error (RMSE) for MLP model was 0.29 (± σ = 0.02) and 0.32 (± σ = 0.04) for training and testing, respectively. Area under ROC was 0.98 for predicting hypocalcemia 0.942 for predicting the severity of hypocalcemia. Multivariate analysis showed lower levels of post operative parathormone levels to be predictor of hypocalcemia (p < 0.01). The maximum weightage given to iPTH (100%) > Need for sternotomy (28.55%). Our MLP NN model predicted the post-operative hypocalcemia in 96.8% of training samples and 96.3% of testing samples, and severity in 92.8% of testing sample in 10 generations. however, it must be used with caution and always in conjunction with the expertise of the surgical team. Level of Evidence - 3b. Supplementary Information: The online version contains supplementary material available at 10.1007/s12070-024-04608-9.

Misconducts in research and methods to uphold research integrity.

Research misconduct refers to deliberate or accidental manipulation or misrepresentation of research data, findings, or processes. It can take many forms, such as fabricating data, plagiarism, or failing to disclose conflicts of interest. Data falsification is a serious problem in the field of medical research, as it can lead to the promotion of false or misleading information. Researchers might engage in p-hacking - the practice of using someone else's research results or ideas without giving them proper attribution. Conflict of interest (COI) occurs when an individual's personal, financial, or professional interests could potentially influence their judgment or actions in relation to their research. Nondisclosure of COI can be considered research misconduct and can damage the reputation of the authors and institutions. Hypothesis after results are known can lead to the promotion of false or misleading information. Cherry-picking data is the practice of focusing attention on certain data points or results that support a particular hypothesis, while ignoring or downplaying results that do not. Researchers should be transparent about their methods and report their findings honestly and accurately. Research institutions should have clear and stringent policies in place to address scientific misconduct. This knowledge must become widespread, so that researchers and readers understand what approaches to statistical analysis and reporting amount to scientific misconduct. It is imperative that readers and researchers alike are aware of the methods of statistical analysis and reporting that constitute scientific misconduct.

Primary Management of Operable Locally Advanced Oral Cavity Squamous Cell Carcinoma: Current Concepts and Strategies.

INTRODUCTION: Locally advanced oral cavity carcinoma (LAOCSCC) is primarily treated with surgery followed by radiotherapy with or without chemotherapy. METHODS: A review of literature using PubMED was performed for studies reporting the management of LAOCSCC. Based on the reviewed literature and opinions of experts in the field, recommendations were made. RESULTS: Studies have shown that outcomes following resection of T4a and infranotch (inferior to mandibular notch) T4b are comparable. We discuss the concept of compartmental resection of LAOCSCC and issues concerning the management of the neck. Further, patients who refuse or are unable to undergo surgery can be treated with chemoradiotherapy with uncertain outcomes. The role of neoadjuvant chemotherapy has shown promise for organ (mandibular) preservation in a select subset of patients. CONCLUSION: The management strategy for LAOCSCC should be determined in a multidisciplinary setting with emphasis on tumor control, functional preservation, and quality of life of the patient.

Endoscopic Sellar Defect Reconstruction with Avascular Modified Gasket Seal Technique for Sellar Tumors.

Watertight repair of the skull base defect is necessary during endonasal skull base surgery to avoid postoperative CSF leak (poCSFl) and consequent intracranial complications. Various techniques have been described for reconstructing sphenoid-sellar defects with varying success rates. We have described the immediate and long-term outcomes following the reconstruction of sphenoid-sellar defects with our technique. A retrospective analysis of the patients following transsphenoidal sellar surgery underwent barrier restoring reconstruction by multi-layered (inlay-overlay) with autologous thigh fat, fascia lata, fibrin glue, knitted collagen, and absorbable gelatin sponge (modified gasket seal technique). A total of 44 patients were included in the study (n = 44). Reconstruction with modified gasket seal technique was done for all patients. 26 (59.1%) had intraoperative CSF leak (ioCSFl), and 9 (20.4%) patients had grade 3 Esposito-Kelly ioCSFl requiring adjunct short-term pressure reducing procedure (Lumbar drain) intraoperatively. 11/44 (25%) had poCSFl, 7/11 patients with poCSFl were managed conservatively, and 4/11 patients required rescue second surgery and ventriculoperitoneal shunting. 1 (2.3%) had severe meningitis and succumbed to it. Pneumocephalus was seen in 6 (13.6%). Multivariate analysis showed that revision surgery, GH-secreting tumors, and defects extending to the suprasellar region had higher chances of poCSFl (p < 0.001). All 43 alive patients had no CSF leak on long-term follow-up. The modified gasket seal technique is a viable technique for endoscopic sellar reconstruction for ioCSFl with an immediate success rate of 79.6% and 97.72% in the long term in preventing the postoperative CSF leak with a 13.6% rate of meningitis.

Assessment of the risk of malignancy in Bethesda III thyroid nodules: a comprehensive review.

The increasing prevalence of thyroid cancer emphasizes the need for a thorough assessment of risk of malignancy in Bethesda III nodules. Various methods ranging commercial platforms of molecular genetic testing (including Afirma® GEC, Afirma® GSC, ThyroSeq® V3, RosettaGX®, ThyGeNEXT®/ThyraMIR®, ThyroidPRINT®) to radionuclide scans and ultrasonography have been investigated to provide a more nuanced comprehension of risk estimation. The integration of molecular studies and imaging techniques into clinical practice may provide clinicians with improved and personalized risk assessment. This integrated approach we feel may enable clinicians to carefully tailor interventions, thereby minimizing the likelihood of unnecessary thyroid surgeries and overall crafting the optimal treatment. By aligning with the evolving landscape of personalized healthcare, this comprehensive strategy ensures a patient-centric approach to thyroid nodule and thyroid cancer management.

Effects of Primary Care-Led, Integrated Palliative Care for Medicare Patients in a Value-Based Model.

CONTEXT: Faced with a projected shortage of specialized palliative care physicians, scalable palliative solutions are required to better meet the aging population's needs. OBJECTIVES: To determine whether a multi-site, primary care-led, integrated palliative care model improves clinical, utilization, and economic outcomes. METHODS: Propensity score-matched comparison group formed from participants who were Medicare beneficiaries, died January 1, 2021-January 31, 2023, were patients of eight primary care practices that partner with agilon health, and enrolled in palliative care for at least seven days. Each practice operates in a value-based model, where primary care providers (PCPs) take on full-risk for the cost and quality of patient outcomes. Each program includes symptom management, defining goals of care/advance directives, PCP care coordination, and assistance with care transitions if patients enroll in hospice. RESULTS: Final sample included 1778 decedents, with 889 in both enrolled and matched cohorts, average age 83. Palliative care is associated with improved patient outcomes from palliative care enrollment until death, including 5.4 more days at home (p < 0.001), 0.4 fewer hospitalizations (p < 0.001), 17% fewer deaths in a hospital (p < 0.001), and $10,393 lower overall healthcare costs (p < 0.001). CONCLUSION: A primary care-led, integrated approach of delivering palliative care within a full-risk model can be an effective care delivery mechanism to meet the healthcare needs of an aging population by impacting patient outcomes and reducing avoidable utilization and cost at the end of life. These findings demonstrate that PCPs in a scaled, full-risk model can simultaneously improve care for patients while reducing costs to the healthcare system.

Comparing Mohs micrographic surgery and wide local excision in the management of head and neck dermatofibrosarcoma protuberans: a scoping review.

Dermatofibrosarcoma protuberans (DFSP) is a rare, locally aggressive cutaneous sarcoma with a propensity for recurrence. Its management, particularly in the head and neck (H&N) region, presents unique challenges. This study aimed to evaluate the effectiveness of Mohs micrographic surgery (MMS) compared to wide local excision (WLE) in treating H&N DFSP and its impact on recurrence rates and tissue preservation. A comprehensive search was conducted in PubMed/MEDLINE, yielding 29 relevant studies. We included studies comparing MMS and WLE in adult patients with H&N DFSP and reporting local recurrence outcomes. Data were analyzed using random effects analysis, with a meta-analysis performed for comparative studies. Analysis of studies demonstrated a lower recurrence for MMS. Comparative analysis of five studies involving 117 patients showed a significantly lower recurrence rate in the MMS group (2%) compared to the WLE group (19%). Margin status varied between studies, with some achieving negative margins at shorter distances. In the management of H&N DFSP, MMS has emerged as a superior surgical technique, consistently associated with reduced recurrence rates and the potential for tissue preservation. The adoption of MMS should be considered for its capacity to achieve negative margins with fewer processing steps, particularly in anatomically complex regions like the H&N.

A Comparison of Harmonic Scalpel and Conventional Techniques for Thyroidectomy.

Thyroidectomy is one of the most frequently performed surgeries. Conventional techniques using electrocautery carry the risk of tissue injury. Recently, there has been increased use of harmonic scalpels in thyroid surgery. The harmonic scalpel utilizes ultrasonic shears for cutting and coagulation, thus minimizing thermal injury. The objective of our study was to determine differences in operative duration, hypocalcemia, and RLN palsy. This single-center retrospective comparative study included consecutive patients undergoing hemithyroidectomies using the harmonic scalpel and conventional technique in the past one year (n = 64, harmonic group = 28 and conventional group = 36). The mean operative duration for the harmonic scalpel group was 70.4 min, vs. 81.31 min for the conventional technique group, and the difference in mean duration was found to be 10.84 min (p = 0.027). There was no statistically significant difference in the rates of hypocalcemia (p = 0.751) or RLN palsy (p = 0.121). None of the patients in either group developed permanent hypocalcemia or RLN palsy. The use of a harmonic scalpel during thyroidectomy is safe. The overall surgical duration was reduced when the harmonic scalpel was used, and the complication rates were comparable to those of the conventional technique, making it a non-inferior technique for surgical intervention in thyroidectomy and warranting harmonic scalpel consideration as a valuable addition to the armamentarium of thyroid surgeons.

A Meta-analysis of Surgical Outcomes of T4a and Infranotch T4b Oral Cancers.

OBJECTIVE: To determine the overall surgical outcomes of infranotch T4b oral cancers and compare them with T4a oral cancers. METHODS: PubMed, EMBASE and Cochrane databases from 2000 to 2022 were systematically searched. Clinical studies reporting at least one outcome following curative surgery and adjuvant therapy for comparison of patients with either infranotch T4b (IN-T4b) or T4a tumour. The heterogeneity of the included studies was determined using Tau-squared, Chi-squared, and the Higgins I2 test. The random effects model was used to determine the log odds ratio (logOR). RESULTS: The systematic review comprised 11,790 patients from 16 included studies. Seven studies were included in the meta-analysis (n = 11,381). For IN-T4b patients, the pooled 2 and 5 year overall survival (OS) were 59.3% and 53.2%, 2 and 5 year disease-free survival (DFS) 57.9% and 48.4%, 2 and 5 year disease-specific survival (DSS) 72% and 68%, and 2 and 5 year local control (LC), 47% and 56%, respectively. There was no statistically significant difference in 2 year OS [logOR = 0.28 (-0.47, 1.03), p = 0.46, confidence interval (CI) = 95%], 5 year OS [logOR = 0.7 (-0.4, 1.8), p = 0.54, CI = 95%], 2 year DFS [logOR = 0.22 (-0.35, 0.79), p = 0.45, CI = 95%], 5 year DFS [logOR = 0.17 (-0.42, 0.77), p = 0.57, CI = 95%], 2 year LC [logOR = 0.47 (-0.33, 1.26), p = 0.25, CI = 95%] and 5 year LC [logOR = 0.34 (-0.31, 0.99), p = 0.31, CI = 95%] between IN-T4b and T4a oral cancers. CONCLUSION: Results of this meta-analysis suggest that IN-T4b oral cancers have similar outcomes to T4a oral cancers, which supports down-staging IN-T4b cancers to T4a cancers.

Observational Learning in Surgical Skill Development.

Observation plays a key role in the development of surgical skills, as it allows trainees to learn from experts and improve their performance through trial-and-error practice. This process, known as motor learning, involves the creation of new neural pathways that enable precise control of surgical instruments through hand movements. In recent years, there has been a shift towards minimally invasive surgery, which requires surgeons to continually learn new motor skills to control specialized instrumentation. Motor learning can be enhanced through repetition and the observation of expert performances. Observational learning is particularly useful when it is used in combination with physical practice, as it can provide hints and clues about important aspects of the task that may not be immediately apparent through verbal instruction alone. The role of mirror neurons, which are activated both when an action is performed and when it is observed, is also important in the process of observational learning. By understanding the mechanisms behind observational learning and the factors that influence its effectiveness, trainers can optimize the use of this method in surgical training.

Emergency Tracheostomy in Locally Advanced Anaplastic Thyroid Cancer.

Over 30% of cases may present with acute airway obstruction due to anaplastic thyroid cancer (ATC). In such situations, performing an emergency tracheostomy may be mandatory to save the life. A retrospective, single-centre study at our centre was conducted between 1 January 2021 to 31 December 2022. We had included 17 patients with asphyxia due to ATC and subsequently underwent tracheostomy for stridor. The overall survival (OS) ranged from 2 days to 16 months (median = 11 months). The 30-day mortality was 17.6%. One-year overall survival was 36%. A statistically significant difference in the OS among patients with distant metastasis and Shin grade IV tracheal infiltration (p < 0.001, Log Rank (Mantel-Cox), CI:95%). The degree of tracheal deviation correlated with the patent age group (Pearson chi-square (pc), p = 0.031), type of anaesthesia used local versus general (pc, p < 0.001) and site of tracheostoma (pc, p = 0.028). The degree of tracheal infiltration correlated with the presence of distant metastasis (pc, p = 0.01) and OS (pc, p = 0.013). Tracheostomy in patients with ATC is performed in extreme circumstances to support an airway. Patients often require isthmectomy to obtain adequate access for a tracheostomy, highlighting the importance of having a highly experienced surgeon involved. An attempt to perform the tracheostomy in the ward or the emergency room under local anaesthesia should be avoided. Patients and relatives should be educated to communicate evolving issues and tracheostomy care in the patient's best interests, given the unusual context of ATC. Level of evidence, IV.

Survival Outcomes in T3 Laryngeal Cancers: Primary Total Laryngectomy vs. Concurrent Chemoradiation or Radiation Therapy-A Meta-Analysis.

BACKGROUND: The management of cT3 laryngeal cancers remains controversial, with studies recommending surgical or non-surgical approaches. Despite the many papers that have been published on the subject, there is a lack of studies showing which treatment has better results in terms of survival. OBJECTIVE: To determine the difference in survival outcomes following total laryngectomy (TL), concurrent chemoradiation (CRT) or radiation therapy (RT) alone in T3 laryngeal cancers. METHODS: Search of PubMed, Scopus, and Google Scholar databases from 1995 to 2023 employing specific keywords and Boolean operators to retrieve relevant articles. Statistical analysis was conducted using a random-effects model, and heterogeneity was evaluated using the Q-test and I2 statistic. Funnel plot asymmetry was assessed using rank correlation and regression tests. RESULTS: The qualitative data synthesis comprised 10,940 patients from 16 included studies. TL was performed in 2149 (19.4%), CRT in 6723 (61.5%), RT in 295 (2.7%), while non-surgical treatment was not specified in 1773 (16.2%) patients. The pooled 2-year overall survival (OS) rates were TL = 73%, CRT = 74.7%, RT = 57.9%, 3-year OS rates were TL = 64.3%, CRT = 62.9%, RT = 52.4%, and 5-year OS rates were TL = 54.2%, CRT = 52.7%, RT = 40.8%. There was a significant heterogeneity in the included studies. There was no statistically significant difference in 2-year OS (logOR= -0.88 (95% confidence interval (CI): -1.99 to 0.23), p = 0.12), 3-year OS (logOR = -0.6 (95% CI: -1.34 to 0.15), p = 0.11), and 5-year OS (logOR = -0.54 (95% CI: -1.29 to 0.21), p = 0.16) between TL and CRT. Instead, there was significant difference in 2-year OS (logOR= -1.2383 (95% CI: -2.1679 to -0.3087), p = 0.009), 3-year OS (-1.1262 (95% CI: -1.6166 to -0.6358), p < 0.001), and 5-year OS (-0.99 (95% CI: -1.44 to -0.53)), p < 0.001) between TL and RT alone. CONCLUSIONS AND SIGNIFICANCE: TL followed with adjuvant (chemo)radiation on indication and CRT with salvage surgery in reserve appear to have similar OS outcomes. Both resulted in better OS outcomes compared to RT alone in the treatment of T3 laryngeal cancers. If patients are unfit for chemotherapy, making CRT impossible, surgery may become the choice of treatment.

Standardizing the Head and Neck Cancer Treatment and Research.

Head and neck cancer requires a multidisciplinary approach, with standardized care being essential for consistent, high-quality treatment. Standardization involves evidence-based guidelines and protocols, and collaboration is necessary for research and improving outcomes. However, collaboration can be challenging due to various barriers. Collaboration can improve care by facilitating sharing of knowledge, access to technology, clinical trials, data sharing, funding and education. To improve collaboration, a shared vision, communication channels, guidelines, centralized database, training programs, culture of collaboration and funding should be established.

NLP AI Models for Optimizing Medical Research: Demystifying the Concerns.

Natural language processing (NLP) AI models have gained popularity in research; however, ethical considerations are necessary to avoid potential negative consequences. This paper identifies and explores the key areas of ethical concern for researchers using NLP AI models, such as bias in training data and algorithms, plagiarism, data privacy, accuracy of generated content, prompt and content generation, and training data quality. To mitigate bias, researchers should use diverse training data and regularly evaluate models for potential biases. Proper attribution and privacy protection are essential when using AI-generated content, while accuracy should be regularly tested and evaluated. Specific and appropriate prompts, algorithms, and techniques should be used for content generation, and training data quality should be high, diverse, and updated regularly. Finally, appropriate authorship credit and avoidance of conflicts of interest must be ensured. Adherence to ethical standards, such as those outlined by ICMJE, is crucial. These ethical considerations are vital for ensuring the quality and integrity of NLP AI model research and avoiding negative consequences.