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Comprehensive Cancer Networks in the Netherlands: how do they affect quality and costs of care for colon or pancreatic cancer? A retrospective cohort study

Por: Vrinzen · C. E. J. · Stadhouders · N. · Bloemendal · H. J. · Hayen · A. · Reitsma · J. · ten Hove · M. · Jeurissen · P. P. T. · Merkx · M. A. W. · Hermens · R. P. M. G.
Objective

Concentration of care and collaborations between hospitals increasingly reorganise oncological care into Comprehensive Cancer Networks (CCNs), aiming to improve care outcomes and reduce costs. This study aims to evaluate the effect of four CCNs on healthcare cost and outcomes for patients with colon or pancreatic cancer.

Design

We performed a retrospective cohort study based on claims data in the Netherlands. Data included patient characteristics, health insurance claims and healthcare activities. All costs were indexed to Euro 2023. We performed propensity score matching per CCN and applied regression models with a difference-in-difference design, adjusting for non-linear trends before the start of a CCN.

Setting

The study was conducted within the Dutch healthcare system, analysing claims data representative of hospital-based cancer care.

Participants

A total of 92 309 patients with colon cancer and 25 630 patients with pancreatic cancer were included. Patients were identified through health insurance claims between January 2013 and June 2021.

Intervention

Implementation of four CCNs, which included structured collaboration between healthcare organisations. Follow-up duration was 2 years post-diagnosis.

Outcome measures

Primary outcomes included 2-year oncological healthcare costs and 2-year mortality rate. Secondary outcomes involved care process indicators: referral rates and double diagnostics (an identical diagnostic activity performed within 4 weeks after referral to a secondary hospital).

Results

For colon cancer, one CCN showed a significant decrease in 2-year oncological costs (–1899). One CCN showed a significant decrease in referrals (–3.6%) and one a significant increase (+4.4%). No significant effect on 2-year mortality and double diagnostic activities was found. For pancreatic cancer, one CCN showed a significant decrease in 2-year oncological costs (–3747) and one CCN showed a significant increase in double diagnostic activities (+8.6%). No significant effect on referrals and 2-year mortality was found.

Conclusion

CCNs do not consistently reduce costs or affect referral patterns or redundant diagnostics. No impact on mortality was found. Additional insights into determinants of CCN success are required before broad implementation is warranted.

Hemopurifier device in patients with solid tumours who have stable or progressive disease while on a treatment that includes pembrolizumab or nivolumab: protocol for an Australian safety, feasibility and dose-finding study

Por: Brown · M. P. · Matos · M. · Clarke · S. · Coates · P. T. · Pollock · C. · Kurtkoti · J. · Grau · G. · Edinburg · K. · Bloesch · A. · de Necochea Campion · R. · Khin · N. Y. · Shin · J. · LaRosa · S. P.
Background

Immunotherapy with anti-programmed cell death protein 1 (anti-PD-1) inhibitors has revolutionised the treatment of many solid tumours, however, only 30–40% of patients will have a lasting clinical response. Tumour-derived extracellular vesicles (EVs) have been implicated in the spread of solid tumours and resistance to these agents. A lectin-affinity plasmapheresis device called the Hemopurifier (HP) has been developed and shown to remove EVs in vitro and in patients. We hypothesise that the treatment of patients who are not improving on a regimen that includes an anti-PD-1 agent will be safe, decrease EV concentrations and improve antitumour T cell activity.

Methods

This safety, feasibility and dose-finding study is designed in a 3+3 safety study design with three treatment cohorts. Participants who are determined not to be responding to a regimen that includes an anti-PD-1 agent will be assigned to receive either one, two or three (HP) treatments over a 1-week period prior to their next scheduled dose of anti-PD-1 antibody. Advancement from one cohort to the next will be determined by a Data and Safety Monitoring Board. Data collection will include adverse events, safety labs, EV concentrations and T cell measurements, repeat imaging and survival status.

The primary outcome of the study will be the safety of the HP in this population, with additional endpoints to include the kinetics of EV removal and rebound following HP treatment, in addition to the effects on T cell numbers and activity.

Ethics and dissemination

The clinical protocol and amendment to the study protocol have been approved by the Central Adelaide Local Health Network Human Research Ethics Committee for Royal Adelaide Hospital (reference number 2024/HRE00031) and the Bellberry Human Research Ethics Committee for Pindara Private Hospital and Genesis Care/Royal North Shore Hospital (reference number 2024-06-724-A-6). The Therapeutic Goods Administration has been notified. The clinical trial is listed on the Australian New Zealand Clinical Trials Registry. Informed Consent is obtained from all participants prior to any protocol procedures being performed. Results of the main trial and each of the secondary endpoints will be submitted for publication in a peer-reviewed journal.

Trial registration number

Australia New Zealand registration number ACTRN12624000732583.

Prophylaxis for venous thromboembolism in traumatic brain injury: protocol for a randomised controlled trial

Por: Pirouzmand · F. · Mathieu · F. · Mansouri · A. · Kavikondala · K. · Alkins · R. · Boyd · J. G. · Christie · S. · Couillard · P. · Cusimano · M. D. · Engels · P. T. · English · S. · Fourney · D. · Fowler · R. · Geerts · W. · Gooderham · P. A. · Griesdale · D. · Hunter · G. · Jabehdar Mara
Introduction

Venous thromboembolism (VTE) is a common complication of traumatic brain injury (TBI) and is associated with increased morbidity and mortality. Low molecular weight heparin (LMWH) is recommended for prophylaxis against VTE after trauma but may increase the risk of progression of intracranial bleeding. Limited evidence exists to guide clinicians regarding the optimal timing of VTE prophylaxis in patients with acute TBI. This randomised controlled trial (RCT) will directly compare the safety and effectiveness of early versus delayed initiation of LMWH in patients with moderate to severe TBI.

Methods and analysis

The study design is a Bayesian adaptive RCT comparing early (within three calendar days of injury) versus delayed (after study Day 7) VTE prophylaxis with the LMWH, dalteparin. All patients receive sequential compression devices until study Day 8. The co-primary effectiveness outcome is the development of clinically important VTE at study Day 8. The co-primary safety outcome is the development of clinically important intracranial bleeding at study Day 8. Secondary outcomes are mortality and functional outcomes (Glasgow Outcome Scale Extended and EQ-5D) measured at study Days 30 and 180; clinically diagnosed VTE to Day 30 and progression of intracranial bleeding to Day 8.

Ethics and dissemination

This study has been approved through Clinical Trials Ontario’s streamlined ethics review process (board of record, Sunnybrook Health Sciences Centre) and all participating centres. It is conducted in accordance with the Declaration of Helsinki, Good Clinical Practice guidelines and Health Canada regulatory requirements. We anticipate that the trial will achieve wide dissemination through publication in a peer-reviewed medical journal and presentation at international conferences targeting the fields of critical care, trauma and neurosurgery. The results of this trial will help guide clinicians aiming to balance the risks and benefits of early anticoagulant prophylaxis after TBI and will inform guideline development.

Trial registration number

NCT03559114.

How Government Policies and Organisational and Sectoral Circumstances Influence Nurse Practitioner and Physician Assistant Employment and Training: A Realist Analysis Using Surveys

ABSTRACT

Aims

To explain how government policies affected decision-making on Nurse Practitioner and Physician Assistant employment and training within Dutch healthcare organisations, and how organisational and sectoral circumstances were influential.

Design

An online, cross-sectional survey study.

Methods

A literature- and interview-based program theory was tested using surveys. Respondents from hospital care, (nursing) home care, primary care, and intellectual disability services were recruited using convenience sampling. Data analysis used descriptive statistics and inferential tests. Open-ended responses were analysed using thematic synthesis techniques. Survey results were clustered to assess verification, falsification, or refinement of program theory elements.

Results

A total of 568 experts in hiring and training healthcare professionals participated. Respondents indicated that most government policies promoted employment and training. Organisational and sectoral circumstances caused significant variations in Nurse Practitioner and Physician Assistant deployment across healthcare sectors, shaping how decision-makers interpreted and acted on government policies. Specific circumstances within primary care hampered deployment.

Conclusion

Government policies stimulated training and employment by: (1) removing practice restrictions (scope of practice expansion, legal acknowledgment), (2) facilitating cost-effective training and deployment (training grants, billing options), (3) providing sectoral knowledge on deployment, training, and healthcare outcomes (funding research and a sectoral knowledge center), and (4) establishing sectoral agreements (on apprenticeships). Organisational and sectoral circumstances significantly influenced outcomes. Key circumstances included flanking policies, stakeholder support, labor market capacity, healthcare demand, organisational resources and aims, and type of decision-makers (medical doctor or manager/director). Familiarity with the professions stimulated deployment.

Impact and Implications

The refined and verified program theory supports designing effective skill-mix policies and facilitating Nurse Practitioner and Physician Assistant employment and training. Tailoring skill-mix policies can optimise outcomes. This offers opportunities for governments, healthcare funders, organisations, and professionals to contribute to healthcare quality, cost efficiency, and patient satisfaction.

Patient or Public Contribution

Healthcare professionals were part of the study population.

Protocol for the process evaluation of a randomised clinical trial of incremental-start versus conventional haemodialysis: the TwoPlus study

Por: Murea · M. · Foley · K. L. · Gautam · S. C. · Flythe · J. E. · Raimann · J. G. · Abdel-Rahman · E. · Awad · A. S. · Niyyar · V. D. · Kovach · C. · Roberts · G. V. · Jefferson · N. M. · Conway · P. T. · Rosales · L. M. · Woldemichael · J. · Sheikh · H. I. · Raman · G. · Huml · A. M. · Kni
Introduction

Process evaluation provides insight into how interventions are delivered across varying contexts and why interventions work in some contexts and not in others. This manuscript outlines the protocol for a process evaluation embedded in a hybrid type 1 effectiveness-implementation randomised clinical trial of incremental-start haemodialysis (HD) versus conventional HD delivered to patients starting chronic dialysis (the TwoPlus Study). The trial will simultaneously assess the effectiveness of incremental-start HD in real-world settings and the implementation strategies needed to successfully integrate this intervention into routine practice. This manuscript describes the rationale and methods used to capture how incremental-start HD is implemented across settings and the factors influencing its implementation success or failure within this trial.

Methods and analysis

We will use the Consolidated Framework for Implementation Research (CFIR) and the Reach, Effectiveness, Adoption, Implementation and Maintenance (RE-AIM) frameworks to inform process evaluation. Mixed methods include surveys conducted with treating providers (physicians) and dialysis personnel (nurses and dialysis administrators); semi-structured interviews with patient participants, caregivers of patient participants, treating providers (physicians and advanced practice practitioners), dialysis personnel (nurses, dieticians and social workers); and focus group meetings with study investigators and stakeholder partners. Data will be collected on the following implementation determinants: (a) organisational readiness to change, intervention acceptability and appropriateness; (b) inner setting characteristics underlying barriers and facilitators to the adoption of HD intervention at the enrollment centres; (c) external factors that mediate implementation; (d) adoption; (e) reach; (f) fidelity, to assess adherence to serial timed urine collection and HD treatment schedule; and (g) sustainability, to assess barriers and facilitators to maintaining intervention. Qualitative and quantitative data will be analysed iteratively and triangulated following a convergent parallel and pragmatic approach. Mixed methods analysis will use qualitative data to lend insight to quantitative findings. Process evaluation is important to understand factors influencing trial outcomes and identify potential contextual barriers and facilitators for the potential implementation of incremental-start HD into usual workflows in varied outpatient dialysis clinics and clinical practices. The process evaluation will help interpret and contextualise the trial clinical outcomes’ findings.

Ethics and dissemination

The study protocol was approved by the Wake Forest University School of Medicine Institutional Review Board (IRB). Findings from this study will be disseminated through peer-reviewed journals and scientific conferences.

Trial registration number

NCT05828823.

Photobiomodulation for postoperative pain relief following conventional periapical surgery: a randomised controlled study protocol

Por: Cirisola · R. W. C. · Moya · L. E. P. · Olazabal · M. V. G. · Wagmann · D. A. A. · Suarez · G. P. · Wince · C. · Bruno · M. L. H. · Salaberry · D. R. · Sobral · A. P. T. · Longo · P. L. · Motta · L. J. · Bussadori · S. K. · Duran · C. C. G. · Fernandes · K. P. S. · Mesquita-Ferrari
Introduction

Photobiomodulation (PBM) has shown promising effects in managing postoperative pain following conventional periapical surgery, although current evidence remains limited. This study aims to assess the effect of PBM on postoperative pain 24 hours after periapical surgery.

Methods and analysis

A randomised, controlled, double-blind trial will include 34 patients undergoing periapical surgery in the maxillary region, randomly assigned to an experimental group (n=17) or control group (n=17). The experimental group will receive PBM (GaAlAs diode laser, 808 nm, 100 mW, 4 J/cm², applied at five vestibular points) and placebo ibuprofen immediately and 24 hours postoperatively. The control group will receive simulated PBM and active ibuprofen. The primary outcome is postoperative pain assessed by the visual analogue scale at 24 hours. Secondary outcomes include pain at the seventh day, paracetamol intake, oedema, ecchymosis, soft tissue status and temperature at 24 hours and 7 days. Radiographic evaluation of healing will be performed at 1 and 3 months. Statistical analysis will be conducted based on data distribution, using repeated measures ANOVA (Analysis of Variance) or non-parametric equivalents for longitudinal outcomes, and appropriate tests for categorical variables. Significance will be set at p

Ethics and dissemination

The study was approved by the Human Research Ethics Committee of Universidad Católica del Uruguay (process no. 220914). Results will be disseminated to participants, healthcare professionals, the public and scientific communities.

Trial registration number

NCT05935306.

Mesalamine for Colorectal Cancer Prevention Programme in Lynch syndrome (MesaCAPP): a multicentre, multinational, randomised, two-arm, double-blind, phase II clinical study with mesalamine or placebo in carriers with Lynch syndrome - a study protocol

Por: Backman · A.-S. · Frank · A. · Lindberg · L. J. · Ljungman · D. · Silander · G. · Gustafsson · R. J. · Bozso · T. · Schmidt · P. T. · Ingre · M. · Mittlbock · M. · Löwbeer · C. · Marsal · J. · Lindblom · A. · Tham · E. · Therkildsen · C. · Gasche · C. · The International MesaCAPP Stu
Introduction

Lynch syndrome (LS) carriers have a 20–46% lifetime risk of colorectal cancer (CRC) due to mismatch repair gene variants. Mesalamine (5-ASA, 5-aminosalicylic acid), used safely in patients with ulcerative colitis, may reduce CRC risk in LS by decreasing microsatellite instability, a key driver of LS-related cancer. This study evaluates 5-ASA’s efficacy as a tolerable chemopreventive drug, aiming to improve long-term CRC prevention in LS.

Methods and analysis

This multicentre, multinational, randomised, double-blind, two-arm, phase II clinical study will compare the effects of a 2-year daily intake of 5-ASA (2000 mg) to placebo in LS carriers. The primary objective is to assess whether mesalamine reduces colorectal neoplasia, both benign and malignant, compared with placebo in LS carriers, as detected by colonoscopy at the end of the treatment period (24 months±1 month) and on study completion. Secondary objectives include evaluating whether 5-ASA reduces neoplasia/tumour multiplicity and progression compared with placebo at specified time points, examining variations in the effects of 5-ASA versus placebo based on cancer history, sex and age (

Ethics and dissemination

The trial is currently open for enrolment, having received ethical approval from the Regional Ethical Review Board in Stockholm and funding from the Swedish Research Council. The study protocol is the finalised V.10.0 (11 April 2024), transitioned to the European Clinical Trials Information System. LS remains underdiagnosed, which may limit recruitment. The results are of global interest and will be published in peer-reviewed journals and presented at scientific conferences.

Trial registration number

ClinicalTrials.gov: NCT04920149. EudraCT: 2019-003011-55. EU CT: 2024-514765-19-01.

Perinatal outcomes and uptake of RSV vaccine during pregnancy in South London: a cross-sectional study

Por: Razai · M. S. · Kalafat · E. · Prasad · S. · Lee-Wo · C. · Heath · P. T. · Khalil · A.
Background

Maternal respiratory syncytial virus (RSV) vaccination has been introduced to protect infants from severe respiratory infections. However, its uptake and impact on perinatal outcomes are unknown in the UK.

Objectives

To evaluate uptake of RSV vaccine during pregnancy in a UK population.

Methods and analysis

This cross-sectional study was conducted at a tertiary maternity hospital in London. The participants included pregnant women who delivered between 1 September and 17 December 2024 (n=1157). For the analysis of vaccine uptake, the cohort included women eligible for vaccination who delivered beyond 28 weeks’ gestation and were at 36 weeks or less on 1 September 2024 (n=911). The main outcome measures were RSV vaccine uptake and its association with sociodemographic factors, perinatal outcomes including preterm birth (PTB), hypertensive disorders of pregnancy and stillbirth.

Results

Of 911 eligible women, 19% (n=173) received the RSV vaccine during pregnancy. Uptake increased significantly from 4% in September to 32% in December (p

Conclusions

RSV vaccine uptake shows significant increases over time, with disparities in uptake by ethnicity and socioeconomic status. Further research is needed to increase vaccination rates, particularly in disadvantaged groups, and evaluate perinatal outcomes.

Nordic randomised trial on laparoscopic versus vaginal cerclage (NORACT): trial protocol for an international, multicentre, randomised controlled trial

Por: Hansen · L. K. · Krogh · L. Q. · Lantto · A. · Uldbjerg · N. · Jensen · P. T. · Shennan · A. · Hald · K. · Heikinheimo · O. · Jacobsson · B. · Hjartardottir · H. · Karypidis · H. · Glavind · J.
Introduction

Transvaginal and transabdominal cerclage procedures have become established interventions to prevent mid-trimester pregnancy loss and preterm birth. Transabdominal cerclage seems to be superior to transvaginal cerclage in women with a history of a failed transvaginal cerclage. However, with the availability of a less invasive laparoscopic procedure, there is limited evidence concerning which type of cerclage to recommend to many other risk groups. The objective of this trial is to compare laparoscopic abdominal cerclage and transvaginal cerclage in women at moderate to high risk of spontaneous preterm birth.

Methods and analysis

The trial is an open, multicentre, superiority, parallel arm randomised controlled investigator-initiated trial with an embedded internal pilot. Women in whom the clinician has clinical equipoise between laparoscopic and transvaginal cerclage are randomised to either laparoscopic abdominal or transvaginal cerclage in a ratio of 1:1. The trial extends from sites in Denmark, Finland and Norway. The primary outcome is birth

Ethics and dissemination

The Central Denmark Region Committee on Biomedical Research Ethics, Denmark, Helsinki University Hospital Ethics committee, Finland and the Regional Committees for Medical and Health Research Ethics, Norway approved the trial. This protocol is published prior to complete data collection and analysis. Important protocol changes will be made publicly available on ClinicalTrials.org, on the trial website and distributed electronically to all active sites. Positive, inconclusive as well as negative results from the trial will be published in peer-reviewed international scientific journals.

Trial registration number

NCT06122506.

Comparative effectiveness of maintenance doses of opioid agonist treatment among individuals with opioid use disorder: a target trial emulation protocol using a population-based observational study

Por: Zanette · M. · Min · J. E. · Homayra · F. · Bach · P. · Socias · M. E. · Bruneau · J. · Korthuis · P. T. · Karim · E. · Seaman · S. · Bozinoff · N. · Kennedy · M. C. · Nosyk · B.
Introduction

Opioid agonist treatment (OAT) prescribing patterns have shifted in recent years in British Columbia (BC), Canada due to the increasingly toxic unregulated drug supply. Experimental evidence to support guidelines on the effectiveness of maintaining clients at different maintenance dosage levels is incomplete and outdated for the fentanyl era. Our objective is to assess the risk of treatment discontinuation and mortality among individuals receiving different maintenance dosage strategies for OAT with methadone, buprenorphine/naloxone or slow-release oral morphine (SROM) at the population level in BC, Canada.

Methods and analysis

We propose a retrospective population-level study of BC residents initiating OAT on methadone, buprenorphine/naloxone or SROM between 1 January 2010 and 31 December 2022 who were ≥18 years of age with no known pregnancy, no history of cancer diagnosis or receiving palliative care and not currently incarcerated. Our study will employ health administrative databases linked at the individual level to emulate a target trial per OAT type where individuals will be assigned to discrete maintenance dosing strategies, according to the full range observed in BC during the study period. Primary outcomes include treatment discontinuation and all-cause mortality. To determine the effectiveness of alternative maintenance doses, we will emulate a ‘per-protocol’ trial using a clone-censor-weight approach to adjust for measured time-dependent confounding by indication.

Ethics and dissemination

The protocol, cohort creation and analysis plan have been classified and approved as a quality improvement initiative by Providence Health Care Research Ethics Board and the Simon Fraser University Office of Research Ethics. All data are deidentified, securely stored and accessed in accordance with provincial privacy regulations. Results will be disseminated and shared with local advocacy groups and decision-makers, developers of national and international clinical guidelines, presented at national and international conferences and published in peer-reviewed journals electronically and in print.

Evaluating the effectiveness of community health worker interventions on glycaemic control in type 2 diabetes mellitus: a systematic review and meta-analysis

Por: Evans · J. · Ha · H. · White · P. T.
Objective

Community health worker (CHW) interventions in control of HbA1c levels in diabetes have shown varied effects in randomised controlled trials. In the systematic review reported here, we aimed to evaluate the independent effectiveness of CHW interventions on the control of HbA1c levels in adults with type 2 diabetes.

Design

Systematic review and meta-analysis.

Participants

1684 participants from 7 studies were included.

Interventions

Randomised controlled trials of adults with type 2 diabetes receiving CHW interventions of at least 12 months’ duration compared with usual care were eligible. Databases searched were Ovid MEDLINE, the Cochrane Central Register, CINAHL and Web of Science from 2000 to March 2025. Quality was assessed using the Cochrane RoB2 tool.

Primary outcome measure

Through meta-analysis, we calculated the mean weighted difference (MWD) of change in HbA1c level from baseline between groups using RevMan.

Results

Seven of 86 retrieved studies were eligible. Six studies were suitable for meta-analysis and included 1280 participants. An inverse variance weighted meta-analysis showed a significant improvement in pooled HbA1c level with an MWD of 0.50% (0.28%, 0.71%) in the CHW group (p2=21%), and the overall level of certainty was high.

Conclusions

CHW interventions in type 2 diabetes showed statistically significant and clinically important reductions in HbA1c levels in people from minority ethnic groups on low income.

Evaluation of optical sensor technology for the early detection of peripheral intravenous infiltration in neonates: a retrospective cohort study

Por: van Rens · M. F. P. T. · Hugill · K. · van der Lee · R. · Francia · A. L. V. · van Loon · F. H. J. v. · Bayoumi · M. A. A.
Objective

This study aimed to evaluate the utility of optical sensor-based technology in mitigating the frequency and severity of peripheral intravenous infiltration and/or extravasation (PIVIE) in neonates.

Design

Single-centre, retrospective, observational cohort study.

Setting

Tertiary-level neonatal intensive care unit (NICU) (112 cots) at the Women’s Wellness and Research Centre (WWRC), Hamad Medical Corporation (HMC), Doha, Qatar, January 2019–December 2022.

Participants

All neonates admitted to the NICU requiring intravenous therapy via a neonatal short peripheral intravenous catheter (n-SPC) were included. Participants were excluded if the insertion was unsuccessful, if they had incomplete data, or if they received intravenous therapy exclusively through alternative vascular access devices.

Interventions

The study analysed two cohorts representing different clinical practices over two distinct periods. In the conventional cohort (Phase 1, 2019–2020), PIVIE detection relied solely on periodic ‘Touch Look Compare (TLC)’ assessments. In the ivWatch cohort (Phase 2, 2021–2022), continuous optical sensor-based monitoring using the ivWatch system was implemented alongside TLC assessments. This sequential design allowed for a comparison of outcomes between the two phases.

Outcome measurements

The primary outcomes were the occurrence and severity of PIVIE. Secondary outcomes included the influence of patient demographics, vascular access characteristics, and management details on PIVIE incidence and severity.

Results

Over the 4-year data collection period, 32 713 peripheral intravenous catheters were analysed across two cohorts. PIVIE was the most common reason for unplanned device removal. In the conventional cohort (Phase 1, 2019–2020), 4941 infiltration events were reported (29.9%), compared with 4872 events (30.1%) in the ivWatch cohort (Phase 2, 2021–2022). However, severity measures using the Intravenous Extravasation Grading Scale (IEGS) revealed a marked reduction in severe PIVIE cases, with severe events decreasing from 243 (4.9%) in the conventional cohort to 54 (1.1%) in the ivWatch cohort (p

Conclusions

PIVIE remains a frequent complication in neonatal vascular access. Continuous site monitoring with optical sensor technology was associated with earlier detection of PIVIE events and reduced IEGS severity scores. These findings highlight the potential of integrating sensor-based monitoring with traditional observational methods to improve patient outcomes in neonatal care.

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