Evaluation of a Large Language Model to Identify Confidential Content in Adolescent Encounter Notes.

This cross-sectional study assesses the ability of a language learning model to classify whether a progress note contains confidential information and to identify the specific confidential content in the note.

Provider Perspectives on Adolescent Confidentiality and the Electronic Health Record Postimplementation of the 21st Century Cures Act Final Rule.

PURPOSE: The 21st Century Cures Act Final Rule mandates increased transparency and accessibility of the Electronic Health Record (EHR). This mandate has exacerbated tensions in adolescent healthcare between transparency and confidentiality. This study evaluates clinicians' perspectives on how well the EHR maintains confidentiality for adolescents in the post-Cures Act era. METHODS: A web-based survey was distributed via the national listserv of the Society for Adolescent Health and Medicine in March-April 2022. English-speaking members practicing in the Unites States who used an EHR to document clinical visits with minors were eligible. The survey included questions about EHR training, features, and approach to information sharing with adolescent patients and proxies. RESULTS: Participants included 97 respondents from 32 states. Most participants were physicians (98%) and identified themselves as attending (89%). Several EHR vendors were represented, although the majority used Epic (76%). As has been seen in prior studies, there remains significant variability in approaches to patient portal access for adolescent patients and their adult proxies. Respondents report that training around adolescent-specific privacy issues remains infrequent and is perceived as inadequate. Adolescent providers, despite feeling confident in navigating the EHR generally, continue to report low rates of confidence in how well their EHR may protect adolescent privacy. DISCUSSION: Clinicians have persistent concerns about adolescent confidentiality postimplementation of the 21st Century Cures Act. Sharing sufficient information while protecting adolescent confidentiality might require standardization by EHR vendors to improve granularity of proxy information sharing. Healthcare institutions must also commit to training providers on management of adolescent confidentiality.

Internal iliac artery aneurysm masquerading as a sciatic nerve schwannoma: illustrative case.

BACKGROUND: Schwannomas are common peripheral nerve sheath tumors. Imaging techniques such as magnetic resonance imaging (MRI) and computed tomography (CT) can help to distinguish schwannomas from other types of lesions. However, there have been several reported cases describing the misdiagnosis of aneurysms as schwannomas. OBSERVATIONS: A 70-year-old male with ongoing pain despite spinal fusion surgery underwent MRI. A lesion was noted along the left sciatic nerve, which was believed to be a sciatic nerve schwannoma. During the surgery for planned neurolysis and tumor resection, the lesion was noted to be pulsatile. Electromyography mapping and intraoperative ultrasound confirmed vascular pulsations and turbulent flow within the aneurysm, so the surgery was aborted. A formal CT angiogram revealed the lesion to be an internal iliac artery (IIA) branch aneurysm. The patient underwent coil embolization with complete obliteration of the aneurysm. LESSONS: The authors report the first case of an IIA aneurysm misdiagnosed as a sciatic nerve schwannoma. Surgeons should be aware of this potential misdiagnosis and potentially use other imaging modalities to confirm the lesion before proceeding with surgery.

A Natural Language Processing Model to Identify Confidential Content in Adolescent Clinical Notes.

BACKGROUND: The 21st Century Cures Act mandates the immediate, electronic release of health information to patients. However, in the case of adolescents, special consideration is required to ensure that confidentiality is maintained. The detection of confidential content in clinical notes may support operational efforts to preserve adolescent confidentiality while implementing information sharing. OBJECTIVES: This study aimed to determine if a natural language processing (NLP) algorithm can identify confidential content in adolescent clinical progress notes. METHODS: A total of 1,200 outpatient adolescent progress notes written between 2016 and 2019 were manually annotated to identify confidential content. Labeled sentences from this corpus were featurized and used to train a two-part logistic regression model, which provides both sentence-level and note-level probability estimates that a given text contains confidential content. This model was prospectively validated on a set of 240 progress notes written in May 2022. It was subsequently deployed in a pilot intervention to augment an ongoing operational effort to identify confidential content in progress notes. Note-level probability estimates were used to triage notes for review and sentence-level probability estimates were used to highlight high-risk portions of those notes to aid the manual reviewer. RESULTS: The prevalence of notes containing confidential content was 21% (255/1,200) and 22% (53/240) in the train/test and validation cohorts, respectively. The ensemble logistic regression model achieved an area under the receiver operating characteristic of 90 and 88% in the test and validation cohorts, respectively. Its use in a pilot intervention identified outlier documentation practices and demonstrated efficiency gains over completely manual note review. CONCLUSION: An NLP algorithm can identify confidential content in progress notes with high accuracy. Its human-in-the-loop deployment in clinical operations augmented an ongoing operational effort to identify confidential content in adolescent progress notes. These findings suggest NLP may be used to support efforts to preserve adolescent confidentiality in the wake of the information blocking mandate.

Implementation of an Inpatient Reproductive Health Screening Consult Service.

OBJECTIVES: Reproductive health is an important issue in the care of adolescents and young adults (AYA). Unfortunately, many AYAs, particularly those with chronic medical conditions, may not regularly access primary care to address these issues. This study evaluates the impact of an inpatient reproductive health consult service on reproductive health care. METHODS: A reproductive health-focused screening consult service was initiated in June 2017 at an academic teaching hospital. Patients aged 15 to 26 admitted to pediatric ward teams were eligible for screening. A retrospective chart review was conducted from December 2016 to June 2019 to determine the effect of the consult service on the primary outcome, documentation of a psychosocial assessment, and reproductive health concerns. RESULTS: Nine hundred twenty-nine encounters were analyzed (345 preintervention and 584 during intervention), representing 675 patients. The proportion of encounters with a documented psychosocial assessment increased from 14.8% to 41.3% during the intervention (P < .001); a reproductive health screening consult was responsible for 37.3% (109 of 292) of the documented assessments. There were high self-reported rates of sexual activity (38%), substance use (47%), and mood concerns (48%) among hospitalized AYA; all behaviors were documented at statistically significant increased frequencies (P < .001) during the intervention compared with preintervention. CONCLUSIONS: Initiation of an inpatient reproductive health screening consult service led to increased documentation of psychosocial assessments, including increased documentation of sexual health history and other risk factors. With improved screening of reproductive and psychosocial needs, targeted interventions can meet underrecognized needs among hospitalized AYA.

Photochemical Tissue Passivation of Arteriovenous Grafts Prevents Long-Term Development of Intimal Hyperplasia in a Swine Model.

BACKGROUND: The autologous vein remains the standard conduit for lower extremity and coronary artery bypass grafting despite a 30%-50% 5-y failure rate, primarily attributable to intimal hyperplasia (IH) that develops in the midterm period (3-24 mo) of graft maturation. Our group discovered that externally strengthening vein grafts by cross-linking the adventitial collagen with photochemical tissue passivation (PTP) mitigates IH in an arteriovenous model at 4 wk. We now investigate whether this effect is retained in the midterm period follow-up. METHODS: Six Hanford miniature pigs received bilateral carotid artery interposition vein grafts. In each animal, the external surface of one graft was treated with PTP before grafting, whereas the opposite side served as the untreated control. The grafts were harvested after 3 mo. Ultrasound evaluation of all vein grafts was performed at the time of grafting and harvest. The grafts were also evaluated histomorphometrically and immunohistologically for markers of IH. RESULTS: All vein grafts were patent at 3 mo except one graft in the PTP-treated group because of early technical failure. The control vein grafts had significantly greater IH than PTP-treated grafts at 3 mo, as evidenced by the intimal area (2.6 ± 1.0 mm2versus 1.4 ± 1.5 mm2, respectively, P = 0.045) and medial area (5.1 ± 1.9 mm2versus 2.7 ± 2.4 mm2, respectively, P = 0.048). The control grafts had an increased presence and proliferation of mural myofibroblasts with greater smooth muscle actin and proliferating cell nuclear antigen staining. CONCLUSIONS: PTP treatment to the external surface of the vein grafts decreases IH at 3 mo after arteriovenous grafting and may prevent future graft failure.

Providers' Perspectives on Adolescent Confidentiality and the Electronic Health Record: A State of Transition.

PURPOSE: Electronic health records (EHRs) have led to more transparency and improvements in patient safety, yet electronic access to personal health information can pose significant threats to maintaining confidentiality for adolescents. To date, no studies have explored clinicians' perspectives on EHR functionality and institutional policies related to confidentiality and health information sharing for adolescents aged <18 years. METHODS: A Web-based survey was sent out via the national listserv of the Society for Adolescent Health and Medicine. All English-speaking members practicing in the U.S. were eligible to participate. The survey included questions about demographics, EHR functionality, information sharing, and attitudes about confidentiality within the EHR. RESULTS: Participants included 212 clinicians who consented to the survey and used an EHR to document clinical visits with minors. Most participants were physicians and nurse practitioners (96.5%), and 60.0% had been on their institution's EHR for >5 years. Positive findings included high levels of experience and comfort using the EHR and awareness of confidential features within their EHR. However, providers reported lack of training related to confidentiality within the EHR, low confidence in their EHR's ability to maintain confidentiality, and variation in approaches to portal access for adolescents and their adult proxies. CONCLUSIONS: Despite high comfort levels and robust EHR functionality at many institutions, significant concerns about adolescent confidentiality remain. Varying institutional approaches to protecting confidentiality underscores the need for a standardized and comprehensive framework to enable providers and institutions to take better care of adolescents in the age of EHRs.

Photochemical Tissue Passivation Prevents Contracture of Full Thickness Wounds in Mice.

BACKGROUND AND OBJECTIVES: Wound contracture formation from excessive myofibroblast activity can result in debilitating morbidities. There are currently no treatments to prevent contracture. Photochemical tissue passivation (PTP), an established, safe, and user-friendly treatment modality, crosslinks collagen by a light-activated process, thus modulating the wound healing response and scarring. We hypothesised that PTP treatment would reinforce wounds by blunting the fibrotic response thus limiting contracture. STUDY DESIGN/MATERIALS AND METHODS: Full-thickness, 1 cm × 1 cm excisional wounds were created on the dorsum of 32 C57BL/6 mice. Treated wounds were painted with photosensitizing dye and exposed to visible light. Wounds were serially photographed over 6 weeks to measure wound contracture. At 7, 14, 21, and 42 days after wound creation, mice were euthanized and wounds were harvested for histologic review by a dermatopathologist. RESULTS: By Day 7, control wounds had significantly more contracture than those treated with PTP (33.0 ± 17.1% and 19.3 ± 9.0%, respectively; P = 0.011). PTP-treated wounds maintained approximately 20% less contracture than controls from Day 14 and on (P < 0.05). By Day 42, wounds had contracted by 86.9 ± 5.5% in controls and 64.2 ± 3.2% in PTP-treated wounds (P < 0.03). Histologically, PTP wounds had earlier growth and development of dermal collagen, neovascularization, and development of skin appendages, compared with control wounds. CONCLUSIONS: PTP significantly limits contracture of full-thickness wounds and improves wound healing. PTP-treated wounds histologically demonstrate more mature structural organization than untreated wounds and closely resemble native skin. PTP treatment may be applicable not only for excisional wounds, but also for wounds with a high incidence of contracture and associated morbidity. Lasers Surg. Med. © 2019 Wiley Periodicals, Inc.

Decellularized extracellular matrix microparticles seeded with bone marrow mesenchymal stromal cells for the treatment of full-thickness cutaneous wounds.

Extracellular matrix materials mechanically dissociated into submillimeter particles have a larger surface area than sheet materials and enhanced cellular attachment. Decellularized porcine mesothelial extracellular matrix microparticles were seeded with bone marrow-derived mesenchymal stromal cells and cultured in a rotating bioreactor. The mesenchymal stromal cells attached and grew to confluency on the microparticles. The cell-seeded microparticles were then encapsulated in varying concentrations of fibrin glue, and the cells migrated rapidly off the microparticles. The combination of microparticles and mesenchymal stromal cells was then applied to a splinted full-thickness cutaneous in vivo wound model. There was evidence of increased cell infiltration and collagen deposition in mesenchymal stromal cells-treated wounds. Cell-seeded microparticles have potential as a cell delivery and paracrine therapy in impaired healing environments.

Contraception for Adolescents and Young Adults in the Inpatient Setting: The Providers' Perspective.

OBJECTIVES: To assess pediatric providers' attitudes and barriers to initiating a contraceptive method in the inpatient setting. METHODS: Pediatric attending physicians and trainees from 5 academic institutions were surveyed about contraceptive prescribing practices, attitudes, and potential barriers to initiating contraception in the inpatient setting. RESULTS: In 2016, 271 pediatric providers (34.0% were attending physicians, 18.1% fellows, and 47.9% residents) completed the survey; the response rate was 19.2%. Most participants practiced in both inpatient and outpatient settings (95.7% and 85.0%, respectively). More providers felt confident screening for sexual activity among young adults as compared with adolescents (71.9% vs 65.6%). The same was true for discussing contraceptive options (44.0% vs 38.8%, respectively). Inpatient providers reported seeing adolescents and young adults privately, discussing confidentiality, and asking about sex less than half of the time. More than 80% of providers agreed that it would be appropriate to initiate a contraceptive method for inpatients; 35.8% had done so, and 85.2% indicated that having additional consultation would increase initiation of a contraceptive method in the hospital (88.1% felt similarly for long-active reversible contraception methods). General barriers to initiating contraception included insufficient training, insufficient exposure to adolescents and young adults to maintain skills, and lack of time. Barriers specific to the inpatient setting included concerns about follow-up, confidentiality, and interference with the treatment plan. CONCLUSIONS: Initiation of a contraceptive method in the inpatient setting is acceptable to providers. In our findings, it is suggested that strategies are needed to enhance provision of these services by addressing confidentiality concerns and educating providers.

Photochemical Tissue Passivation Attenuates AV Fistula Intimal Hyperplasia.

OBJECTIVE: We hypothesized that decreasing vein compliance would protect the vein against stretch injury and reduce intimal hyperplasia (IH). BACKGROUND: Although arteriovenous fistulas (AVFs) are the criterion standard for vascular access, their effectiveness is limited by poor patency with 40% to 60% failing due to IH. Venous stretch injury from exposure to arterial pressure induces IH. Photochemical tissue passivation (PTP) crosslinks adventitial collagen, decreasing vein compliance to resemble that of an artery. METHODS: AVFs were created between the femoral artery and epigastric vein in rats (n = 29). PTP was performed on the vein immediately before vessel anastomosis. AVFs were harvested after four weeks. Venous diameter was measured at the initial procedure and harvest. Intimal area was measured for each segment. Ultrasound was performed at harvest to measure AVF flow. RESULTS: Following AVF construction, venous diameter increased by 10% ±â€Š18% for PTP-treated vessels and 78% ±â€Š27% for controls (P ≤ 0.0001). At one month, PTP reduced AVF dilation by 71% compared to control (69% ±â€Š29% vs 241% ±â€Š78%; P ≤ 0.0001). Both juxta-anastomotic intimal area and total intimal area were reduced in PTP-treated vessels compared to control vessels. Specifically, intimal area was 0.024 ±â€Š0.018 and 0.095 ±â€Š0.089 mm for PTP-treated juxta-anastomotic segments of AVF and control, respectively (P < 0.05). Mean total intimal area for PTP-treated and control AVF were 0.080 ±â€Š0.042 and 0.190 ±â€Š0.110 mm, respectively (P < 0.03). AVF flow was 46.9 ±â€Š35.3 and 19.1 ±â€Š10.1 mL/min for PTP-treated and control AVF, respectively (P < 0.109). CONCLUSIONS: These data demonstrate that PTP represents a promising therapy for the prevention of AVF IH, a process that might improve surgical outcomes for patients receiving hemodialysis.

With pills, patches, rings, and shots: who still uses condoms? A longitudinal cohort study.

PURPOSE: To describe women's condom use patterns over time and assess predictors of dual method use 12 months after initiating hormonal contraceptives. METHODS: We conducted a prospective cohort study among women aged 15-24 years initiating oral contraceptive pills, patch, ring, or depot medroxyprogesterone and attending public family planning clinics. Participants completed questionnaires at baseline and 3, 6, and 12 months after enrollment. We used multivariable logistic regression to assess baseline factors associated with dual method use at 12 months among 1,194 women who were sexually active in the past 30 days. RESULTS: At baseline, 36% were condom users, and only 5% were dual method users. After initiation of a hormonal method, condom use decreased to 27% and remained relatively unchanged thereafter. Dual method use increased to a peak of 20% at 3 months but decreased over time. Women who were condom users at baseline had nearly twice the odds of being a dual method user at 12 months compared with nonusers (adjusted odds ratio [AOR] = 2.01, 95% CI: 1.28-3.14). Women who believed their main partner thought condoms were "very important," regardless of perceived sexually transmitted infection risk or participant's own views of condoms, had higher odds of dual method use (AOR = 2.89, 95% CI: 1.47-5.71). CONCLUSIONS: These results highlight a potential missed opportunity for family planning providers. Providers focus on helping women initiate hormonal methods, however, they may improve outcomes by giving greater attention to method continuation and contingency planning in the event of method discontinuation and to the role of the partner in family planning.