Diagnostic performance of deep learning for leg length measurements on radiographs in leg length discrepancy: A systematic review.

Purpose: To systematically review the literature regarding machine learning in leg length discrepancy (LLD) and to provide insight into the most relevant manuscripts on this topic in order to highlight the importance and future clinical implications of machine learning in the diagnosis and treatment of LLD.

Methods: A systematic electronic search was conducted using PubMed, OVID/Medline and Cochrane libraries in accordance with Preferred Reporting Items for Systematic Review and Meta-Analysis guidelines. Two observers independently screened the abstracts and titles of potential articles.

A practical guide to the implementation of AI in orthopaedic research, Part 6: How to evaluate the performance of AI research?

Unlabelled: Artificial intelligence's (AI) accelerating progress demands rigorous evaluation standards to ensure safe, effective integration into healthcare's high-stakes decisions. As AI increasingly enables prediction, analysis and judgement capabilities relevant to medicine, proper evaluation and interpretation are indispensable. Erroneous AI could endanger patients; thus, developing, validating and deploying medical AI demands adhering to strict, transparent standards centred on safety, ethics and responsible oversight.

Aerodigestive clinic reduces emergency department and primary care utilization and increases access to ancillary and specialty care.

Objective: The study aimed to evaluate the effect of the aerodigestive clinic (ADC) on healthcare utilization.

Study Design: Retrospective quality improvement project; before and after.

Setting: The ADC at Tripler Army Medical Center (TAMC) in Honolulu, HI.

Lingual frenuloplasty with myofunctional therapy: Exploring safety and efficacy in 348 cases.

Background: Ankyloglossia is a condition of altered tongue mobility due to the presence of restrictive tissue between the undersurface of the tongue and the floor of mouth. Potential implications of restricted tongue mobility (such as mouth breathing, snoring, dental clenching, and myofascial tension) remain underappreciated due to limited peer-reviewed evidence. Here, we explore the safety and efficacy of lingual frenuloplasty and myofunctional therapy for the treatment of these conditions in a large and diverse cohort of patients with restricted tongue mobility.

Hypopharyngeal evaluation in obstructive sleep apnea with awake flexible laryngoscopy: Validation and updates to Cormack-Lehane and Modified Cormack-Lehane scoring systems.

Objective: To validate the use of Cormack-Lehane and Modified Cormack-Lehane scoring systems to classify patterns of hypopharyngeal airway visualization seen during awake flexible laryngoscopy among patients with obstructive sleep apnoea.

Study Design: Validation study using samples collected from a prospective database.

Setting: University Medical Center.

Osmotic Demyelination Syndrome Revisited: Review With Neuroimaging.

Osmotic demyelination syndrome (ODS) is a general term that has become commonplace in the practice of medicine, encompassing both central pontine myelinolysis and extrapontine myelinolysis. Historically ODS arises as a serious complication of rapid correction of hyponatremia, yet its manifestations seem to be influenced by a multifactorial process. Further understanding of this rare demyelinating disease has elucidated the significant role of other electrolyte disturbances and the presence of chronic comorbidities as disease risk factors.

Development of the Military Women's Attitudes Toward Menstrual Suppression Scale: from construct definition to pilot testing.

The Military Women's Attitudes Toward Menstrual Suppression scale (MWATMS) was created to measure attitudes toward menstrual suppression during deployment. The human health and social ecology theories were integrated to conceptualize an instrument that accounts for military-unique aspects of the environment on attitudes toward suppression. A three-step instrument development process was followed to develop the MWATMS.

Civilian and detainee orthopaedic surgical care at an Air Force theater hospital.

This study is a retrospective analysis of the orthopaedic care rendered to Iraqi citizens, both military and civilian, and detainees in Balad, Iraq, at an Air Force theater hospital. Defining the scope of care for this patient group and emphasizing the differences in care provided for the endemic population in contrast to the rapidly air-evacuated Coalition injured combatant are the primary focus of the study. Approximately 50% of more than 1600 trauma/combat-related injury admissions to Air Force Theater Hospital in Balad, Iraq, from the period of September 2, 2005 through January 18, 2006, were Iraqi citizens and detainees.

Serial sonographic evaluation of Achilles tendons in patients taking fluoroquinolone antibiotics.

We performed a prospective study to determine if subclinical tendinopathy occurs in asymptomatic adults treated with fluoroquinolone antibiotics. Thirty-eight adults were enrolled. Serial ultrasounds of the Achilles tendons were performed.

Osteoradionecrosis of the cervical spine resulting from radiotherapy for primary head and neck malignancies: operative and nonoperative management. Case report.

Osteoradionecrosis is a process of dysvascular bone necrosis and fibrous replacement following exposure to high doses of radiation. The poorly vascularized necrotic tissue may cause pain and/or instability, and it cannot resist infection well, which may result in secondary osteomyelitis. When these processes affect the cervical spine, the resulting instability and neurological deficits can be devastating, and immediate reestablishment of spinal stability is paramount.

The effects of linear acceleration on distortion product otoacoustic emissions in human ears.

Background: The effect of high levels of linear acceleration (G) on the cochlea has never been studied prospectively.

Hypothesis: Linear acceleration at high levels has no effect on the human cochlea as demonstrated by a comparison of pre- and post-exposure measurements.

Methods: There were 22 healthy volunteers who underwent exposure to up to 9 G in a military aviation training centrifuge.

Sedation of children for technical procedures: current standard of practice.

We sought to define the current standard of care for children undergoing sedation for painless diagnostic procedures by sending questionnaires to 284 pediatric residency program directors in North America. From the 89 responses, we determined that departments of pediatrics set sedation policies for children in most institutions, often with formal written guidelines for these procedures. Most require that children have some form of cardiorespiratory monitoring while under sedation and that they are attended by individuals trained in cardiorespiratory resuscitation until the child is fully recovered.

Periorbital cellulitis.

Periorbital cellulitis is a common complication of sinusitis in children. At some hospitals lumbar puncture is routinely done as part of the complete evaluation of children admitted with periorbital cellulitis. Presumably, the lumbar puncture is done to rule out meningitis which could be the result of extension of infection from the orbit to the central nervous system (CNS).