bluuebunny/crossref_metadata_2025_split huggingface dataset:
PREPARING AN AUTOMATIC PIN SITE INFECTION DETECTION TOOL WITH MACHINE LEARNING FOR HOME-BASED SURVEILLANCE
Authors: Fridberg M. , Annadatha S. , Hua Q. , Jensen T. , Liu J. , Kold S. , Rahbek O. , Shen M. , Ghaffari A. 
Published: July 2023

To detect early signs of infection infrared thermography has been suggested to provide quantitative information. Our vision is to invent a pin site infection thermographic surveillance tool for patients at home. A preliminary step to this goal is the aim of this study, to automate the process of locating the pin and detecting the pin sites in thermal images efficiently, exactly, and reliably for extracting pin site temperatures.A total of 1708 pin sites was investigated with Thermography and augmented by 9 different methods in to totally 10.409 images. The dataset was divided into a training set (n=8325), a validation set (n=1040), and a test set (n=1044) of images. The Pin Detection Model (PDM) was developed as follows: A You Only Look Once (YOLOv5) based object detection model with a Complete Detection Intersection over Union (CDIoU), it was pre-trained and finetuned by the through transfer learning. The basic performance of the YOLOv5 with CDIoU model was compared with other conventional models (FCOS and YOLOv4) for deep and transition learning to improve performance and precision. Maximum Temperature Extraction (MTE) Based on Region of Interest (ROI) for all pin sites was generated by the model. Inference of MTE using PDM with infected and un-infected datasets was investigated.An automatic tool that can identify and annotate pin sites on conventional images using bounding boxes was established. The bounding box was transferred to the infrared image. The PMD algorithm was built on YOLOv5 with CDIoU and has a precision of 0.976. The model offers the pin site detection in 1.8 milliseconds. The thermal data from ROI at the pin site was automatically extracted.These results enable automatic pin site annotation on thermography. The model tracks the correlation between temperature and infection from the detected pin sites and demonstrates it is a promising tool for automatic pin site detection and maximum temperature extraction for further infection studies. Our work for automatic pin site annotation on thermography paves the way for future research on infection assessment using thermography.
AN AUTOMATED, WEB-BASED TRIAGE TOOL MAY OPTIMIZE REFERRAL PATHWAYS IN ELECTIVE ORTHOPAEDIC SURGERY: A PROOF OF CONCEPT STUDY
Authors: Stanley A. , Jones G. , Edwards T. , Lex J. , Jaere M. 
Published: July 2023

Knee pain is common, representing a significant socioeconomic burden. Caused by a variety of pathologies, its evaluation in primary-care is challenging. Subsequently, an over-reliance on magnetic resonance imaging (MRI) exists. Prior to orthopaedic surgeon referral, many patients receive no, or incorrect, imaging. Electronic-triage (e-triage) tools represent an innovative solution to address this problem. The primary aim of this study was to ascertain whether an e-triage tool is capable of outperforming existing clinical pathways to determine the correct pre-hospital imaging based on knee pain diagnosis.Patients ≥18 years with a new presentation of knee pain were retrospectively identified. The timing and appropriateness of imaging was assessed. A symptom-based e-triage tool was developed, using the Amazon LEXbotplatform, and piloted to predict five common knee pathologies and suggest appropriate imaging.1462 patients were identified. 17% of arthroplasty patients received an ‘unnecessary MRI’, whilst 28% of arthroscopy patients did not have a ‘necessary MRI’, thus requiring a follow-up appointment, with a mean delay of three months (SD 2.6, range 0.2-20.2). Using NHS tariffs, a wasted cost through unnecessary/necessary MRIs and subsequent follow-up appointments was estimated at £45,816. The e-triage pilot was trialled with 41 patients (mean age:58.4 years, 58.5% female). Preliminary diagnoses were available for 34 patients. Using the highest proportion of reported symptoms in the corresponding group, the e-triage tool correctly identified three of the four knee pathologies. The e-triage tool did not correctly identify anterior cruciate ligament injuries (n=3). 79.2% of participants would use the tool again.A significant number of knee pathology patients received incorrect imaging prior to their initial hospital appointment, incurring delays and unnecessary costs. A symptom-based e-triage tool was developed, with promising pilot data and user feedback. With refinement, this tool has the potential to improve wait-times and referral quality, whilst reducing costs.
DEEP LEARNING-BASED HIGH-ACCURACY QUANTITATION FOR LUMBAR INTERVERTEBRAL DISC DEGENERATION FROM MRI
Authors: Sun Y. , Zheng H. , Kong D. , Yin M. , Chen J. , Lin Y. , Ma X. , Tian Y-Z. , Wang Y. 
Published: July 2023

Using deep learning and image processing technology, a standardized automatic quantitative analysis systerm of lumbar disc degeneration based on T2MRI is proposed to help doctors evaluate the prognosis of intervertebral disc (IVD) degeneration.A semantic segmentation network BianqueNet with self-attention mechanism skip connection module and deep feature extraction module is proposed to achieve high-precision segmentation of intervertebral disc related areas. A quantitative method is proposed to calculate the signal intensity difference (SI) in IVD, average disc height (DH), disc height index (DHI), and disc height-to-diameter ratio (DHR). According to the correlation analysis results of the degeneration characteristic parameters of IVDs, 1051 MRI images from four hospitals were collected to establish the quantitative ranges for these IVD parameters in larger population around China.The average dice coefficients of the proposed segmentation network for vertebral bodies and intervertebral discs are 97.04% and 94.76%, respectively. The designed parameters of intervertebral disc degeneration have a significant negative correlation with the Modified Pfirrmann Grade. This procedure is suitable for different MRI centers and different resolution of lumbar spine T2MRI (ICC=.874~.958). Among them, the standard of intervertebral disc signal intensity degeneration has excellent reliability according to the modified Pfirrmann Grade (macroF1=90.63%~92.02%).we developed a fully automated deep learning-based lumbar spine segmentation network, which demonstrated strong versatility and high reliability to assist residents on IVD degeneration grading by means of IVD degeneration quantitation.
ANATOMICAL ANALYSIS OF DIFFERENT HELICAL PLATE DESIGNS FOR DISTAL FEMORAL FRACTURE FIXATION
Authors: Gehweiler D. , Pastor T. , Beeres F.J.P. , Kastner P. , Migliorini F. , Nebelung S. , Scaglioni M.F. , Souleiman F. , Link B-C. , Babst R. , Gueorguiev B. , Knobe M. 
Published: July 2023

Helical plates potentially bypass the medial neurovascular structures of the thigh. Recently, two plate designs (90°- and 180°-helix) proved similar biomechanically behaviour compared to straight plates. Aims of this study were: (1) Feasibility of MIPO-technique with 90°- and 180°-helical plates on the femur, (2) Assessment of distances to adjacent anatomical structures at risk, (3) Comparison of these distances to using medial straight plates instead, (4) Correlation of measurements performed in anatomic dissection with CT-angiography.MIPO was performed in ten cadaveric femoral pairs using either a 90°-helical 14-hole-LCP (Group1) or a 180°-helical 15-hole-LCP-DF (Group2). CT angiography was used to evaluate the distances between the plates and the femoral arteries as well as the distances between the plates and the perforators. Subsequently, the specimens were dissected, and the distances were determined again manually. Finally, all helical plates were removed, and all measurements were repeated after application of straight medial plates (Group3).Closest overall distances between plates and femoral arteries were 15 mm (11 − 19 mm) in Group1, 22 mm (15 − 24 mm) in Group2 and 6 mm (1 − 8 mm) in Group3 with a significant difference between Group1 and Group3 (p < 0.001). Distances to the nearest perforators were 24 mm (15 − 32 mm) in Group1 and 2 mm (1 − 4 mm) in Group2. Measurement techniques (visual after surgery and CT-angiography) demonstrated a strong correlation of r2 = 0.972 (p < 0.01).MIPO with 90°- and 180°-helical plates is feasible and safe. Attention must be paid to the medial neurovascular structures with 90°-helical implants and to the proximal perforators with 180°-helical implants. Helical implants can avoid medial neurovascular structures compared to straight plates although care must be taken during their distal insertion. Measurements during anatomical dissection correlate with CT-angiography.
HUMAN UMBILICAL CORD MESENCHYMAL STEM CELLS INHIBITED THE ASEPTIC JOINT LOOSENING CAUSED BY WEAR PARTICLES IN MICE
Authors: Li S. , Ding Y. , Wu C. , Lin S. , Wen Z. 
Published: July 2023

For patients who took joint replacement, one of the complications, aseptic joint loosening, could cause a high risk of revision surgery. Studies have shown that MSCs have the ability of homing and differentiating, and also have highly effective immune regulation and anti-inflammatory effects. However, few studies had focused on the stem cells in preventing the occurrence and development of aseptic loosening. In this research, we aimed to clarify whether human umbilical cord mesenchymal stem cells could inhibited the aseptic joint loosening caused by wear particles.A Cranial osteolysis mice model was established on mice to examine the effect of hUC-MSCs on the Titanium particles injection area through micro-CT. The amount of stem cells injected was 2 × 10 5 cells. One week later, the mouse Cranial were obtained for micro-CT scan, and then stained with HE analysis immunohistochemical analysis of TNF-α, CD68, CCL3 and Il-1β.All mice were free of fever and other adverse reactions, and there was no death occurred. Titanium particles caused the osteolysis at the mice cranial, while local injection of hUC-MSCs did inhibit the cranial osteolysis, with a lower BV/TV and a higher porosity. Immunohistochemical results suggested that the expression of TNF-α, CD68, CCL3 and Il-1β in the cranial in Titanium particles mice increased significantly, but was significantly reduced in mice injected with hUC-MSCs. The inhibited CD68 expression indicated that the number of macrophage was lower, which might be a result of the inhibition of CCL3.According to the studies above, HUC-MSCs treatment of mouse cranial osteolysis model can significantly reduce osteolysis, inhibit macrophage recruitment, alleviate inflammatory response, without causing adverse reactions. It may become a promising treatment of aseptic joint loosening.
LIGHT-CURABLE FRACTURE FIXATION SOLUTION COMPARABLE WITH METAL PLATES IN TORSION
Authors: Schwarzenberg P. , Colding-Rasmussen T. , Hutchinson D. , Mischler D. , Horstmann P. , Petersen M.M. , Malkock M. , Wong C. , Varga P. 
Published: July 2023

The objective of this study was to investigate how a new customizable light-curable osteosynthesis method (AdFix) compared to traditional metal hardware when loaded in torsion in an ovine phalanx model.Twenty-one ovine proximal phalanges were given a 3mm transverse osteotomy and four 1.5mm cortex screws were inserted bicortically on either side of the gap. The light-curable polymer composite was then applied using the method developed by Hutchinson [1] to create osteosyntheses in two groups, having either a narrow (6mm, N=9) or a wide (10mm, N=9) fixation patch. A final group (N=3) was fixated with conventional metal plates. The constructs were loaded in torsion at a rate of 6°/second until failure or 45° of rotation was reached. Torque and angular displacement were measured, torsional stiffness was calculated as the slope of the Torque-Displacement curve, and maximum torque was queried for each specimen.The torsional stiffnesses of the narrow, wide, and metal plate constructs were 39.1 ± 6.2, 54.4 ± 6.3, and 16.2 ± 3.0 Nmm/° respectively. All groups were statistically different from each other (p<0.001). The maximum torques of the narrow, wide, and metal plate constructs were 424 ± 72, 600 ± 120, and 579 ± 20 Nmm respectively. The narrow constructs were statistically different from the other two (p<0.05), while the wide and metal constructs were not statistically different from each other (p=0.76).This work demonstrated that the torsional performance of the novel solution is comparable to metal fixators. As a measure of the functional range, the torsional stiffness in the AdhFix exceeded that of the metal plate. Furthermore, the wide patches were able to sustain a similar maximum toque as the metal plates. These results suggest AdhFix to be a viable, customizable alternative to metal implants for fracture fixation in the hand.
PMSC DIFFERENTIATION INDUCED BY MUSCULOSKELETAL MATRIX: IN VITRO STUDY
Authors: Manon J. 
Published: July 2023

Periosteal mesenchymal stem cells (PMSC) are an emerging niche of stem cells to enhance bone healing by tissue engineering process. They have to be differentiated into osteoprogenitors in order to synthesize new bone matrix. In vitro differentiation with specific differentiation medium (DM) is not exactly representative of what occurs in vivo. The interaction between PMSC and growth factors (GF) present in biological matrix is somewhat less understood. The goal of this study is to explore the possibility of spontaneous PMSC differentiation in contact with different biological matrices without DM.500.000 porcine PMSC were seeded on 6-well plates and cultured with proliferation medium (PM). When reaching 80% confluence, biological samples (n=3) of demineralized bone matrix (DBM), decellularized porcine bone allograft (AOp), human bone allograft (AOh), human periosteum (HP) and human fascia lata (HFL) were added. Negative and positive control wells included cells with only PM or DM, respectively. The differentiation progress was assessed by Alizarin Red staining at days 7, 14 and 21. Bone morphogenetic protein content (BMP 2, 4, 5, 6, 7, 8, 9 and 11) of each sample was also investigated by western blot.Alizarin red highlighted bone nodules neoformation on wells containing AOp, AOh and DBM, like positive controls. HP and HFL wells did not show any nodules. These results are correlated to a global higher BMP expression profile in AOp than in HP and HFL but not statistically significant (p=0.38 and p>.99, respectively). The highest expression in each tissue was that of BMP2 and BMP7, which play an important role in osteoinduction.PMSC are well known to participate to bone formation but, despite BMP presence in HP and HFL, they did not permit to achieve osteogenesis alone. The bone contact seems to be essential to induce in vitro differentiation into osteoprogenitors.
VALIDITY OF THE VIRTUAL SEVERITY SCORING SYSTEM IN PATIENTS WITH KNEE OSTEOARTHRITIS
Authors: Robarts S. , Palinkas V. , Boljanovic D. , Razmjou H. 
Published: July 2023

The Severity Scoring System (SSS) is a guide to interpreting findings across clinical, functional, and radiological findings, used by qualified, specially trained physiotherapists in the advanced practice role in order to provide consistency in determining the severity of the patient's condition and need for surgical consultation. The system has been utilized for over 14 years as a part of standardized assessment and management care and was incorporated into virtual care in 2020 following the pandemic restrictions. The present study examined the validity of the modified SSS in virtual care.Patients who were referred to the Rapid Access Clinic (RAC), were contacted via phone by two experienced advanced practice practitioners (APPs) from May to July 2020, when in-person care was halted due to the pandemic. The virtual interview included taking history, completing self-reported measures for pain and functional ability and reviewing the radiological reports.A total of 63 patients were interviewed (mean age 68, SD=9), 34 (54%) females. Of 63 patients, 33 (52%) were considered a candidate for total knee arthroplasty (TKA). Men and women were comparable in age, P4 and LEFS scores. The TKA candidates had a significantly higher SSS (p<0.0001) and pain scores (p=0.024). The variability of the total SSS score explained by the functional, clinical and radiological components of the tool were 55%, 48% and 4% respectively, highlighting the more important role of patient's clinical history and disability in the total SSS.The virtual SSS is a valid tool in directing patients for surgical management when used by highly trained advanced practice physiotherapists. A large component of the SSS is based on clinical data and patient disability and the APP's skillset rather than severity of pathology found on imaging.
INVESTIGATING THE ANTI-CATABOLIC PROPERTIES OF NOTOCHORDAL CELLS IN DISC REGENERATION
Authors: Basatvat S. , Braun T. , Snuggs J. , Williams R. , Templin M. , Tryfonidou M. , Le Maitre C. 
Published: July 2023

Low back pain resulting from Interertebral disc (IVD) degeneration is a serious worldwide problem, with poor treatment options available. Notochordal (NC) cells, are a promising therapeutic cell source with anti-catabolic and regenerative effect. However, their behaviour in the harsh degenerate environment is unknown.Porcine NC cells (pNCs), and Human NP cells from degenerate IVDs were cultured in alginate beads to maintain phenotype. Cells were cultured alone or in combination, or co-stimulated with notochordal cell condition media (NCCM), in media to mimic the healthy and degenerate disc environment, together with controls for up to 1 week. Following culture viability, qPCR and proteomic analysis using Digiwest was performed.A small increase in pNC cell death was observed in degenerated media compared to standard and healthy media, with a further decrease seen when cultured with IL-1β. Whilst no significant differences were seen in phenotypic marker expression in pNCs cultured in any media at gene level (ACAN, KRT8, KRT18, FOXA2, COL1A1 and Brachyury). Preliminary Digiwest analysis showed increased protein production for Cytokeratin 18, src and phosphorylated PKC but a decrease in fibronectin in degenerated media compared to standard media. Human NP cells cultured with NCCM, showed a decrease in IL-8 production compared to human NP cells alone when cultured in healthy media. However, gene expression analysis (ACAN, VEGF, MMP3 and IL-1β) demonstrated no significant difference between NP only and NP+NCCM groups.Studying the behaviour of the NCs in in vitro conditions that mimic the in vivo healthy or degenerate niche will help us to better understand their potential for therapeutic approaches. The potential use of NC cell sources for regenerative therapies can then be translated to investigate the potential use of iPSCs differentiated into NC cells as a regenerative cell source.
JOINT REPAIR EVALUATED ON RADIOGRAPHS IS ASSOCIATED WITH PAIN AND SYNOVIAL FLUID MARKER CHANGES AFTER KNEE JOINT DISTRACTION TREATMENT
Authors: Jansen M. , Salzlechner C. , Barnes E. , DiFranco M. , Custers R. , Watt F. , Vincent T. , Lafeber F. , Mastbergen S. 
Published: July 2023

Knee joint distraction (KJD) has been associated with clinical and structural improvement and synovial fluid (SF) marker changes. However, structural changes have not yet been shown satisfactorily in regular care, since radiographic acquisition was not fully standardized. AI-based modules have shown great potential to reduce reading time, increase inter-reader agreement and therefore function as a tool for treatment outcome assessment. The objective was to analyse structural changes after KJD in patients using this AI-based measurement method, and relate these changes to clinical outcome and SF markers.20 knee OA patients (<65 years old) were included in this study. KJD treatment was performed using an external fixation device, providing 5 mm distraction for 6 weeks. SF was aspirated before, during and immediately after treatment. Weight-bearing antero-posterior knee radiographs and WOMAC questionnaires were collected before and ~one year after treatment. Radiographs were analysed with the Knee Osteoarthritis Labelling Assistant (KOALA, IB Lab GmbH, Vienna, Austria), and 10 pre-defined biomarker levels in SF were measured by immunoassay. Radiographic one-year changes were analysed and linear regression was used to calculate associations between changes in standardized joint space width (JSW) and WOMAC, and changes in JSW and SF markers.After treatment, radiographs showed an improvement in Kellgren-Lawrence grade in 7 of 16 patients that could be evaluated; 3 showed a worsening. Joint space narrowing scores and continuous JSW measures improved especially medially. A greater improvement in JSW was significantly associated with a greater improvement in WOMAC pain (β=0.64;p=0.020). A greater increase in MCP1 (β=0.67;p=0.033) and lower increase in TGFβ1 (β=-0.787;p=0.007) were associated with JSW improvement.Despite the small number of patients, also in regular care KJD treatment shows joint repair as measured automatically on radiographs, significantly associated with certain SF marker change and even with clinical outcome.
FINITE ELEMENT ANALYSIS OF THE IMPINGING HIP: SUBJECT-SPECIFIC MODELS TO ASSESS THE RISK OF OSTEOARTHRITIC DEGENERATION
Authors: de Angelis N. , Beaule P. , Speirs A. 
Published: July 2023

Femoro-acetabular impingement involves a deformity of the hip joint and is associated with hip osteoarthritis. Although 15% of the asymptomatic population exhibits a deformity, it is not clear who will develop symptoms. Current diagnostic imaging measures have either low specificity or low sensitivity and do not consider the dynamic nature of impingement during daily activities. The goal of this study is to determine stresses in the cartilage, subchondral bone and labrum of normal and impinging hips during activities such as walking and sitting down.Quantitative CT scans were obtained of a healthy Control and a participant with a symptomatic femoral cam deformity (‘Bump’). 3D models of the hip were created from automatic segmentation of CT scans. Cartilage layers were added so the articular surface was the mid-line of the joint. Finite element meshes were generated in each region. Bone elastic modulus was assigned element-by-element, calculated from CT intensity converted to bone mineral density using a calibration phantom. Cartilage was modelled as poroelastic, E=0.467 MPa, v=0.167, and permeability 3×10-16 m4/N s. The pelvis was fixed while rotations and contact forces from Bergmann et al. (2001) were applied to the femur over one load cycle for walking and sitting in a chair. All analyses were performed in FEBio.High shear stresses were seen near the acetabular cartilage-labrum junction in the Bump model, up to 0.12 MPa for walking and were much higher than in the Control.Patient-specific modelling can be used to assess contact and tissue stresses during different activities to better understand the risk of degeneration in individuals, especially for activities that involve high hip flexion. The high stresses at the cartilage labrum interface could explain so-called bucket-handle tears of the labrum.