Classifying early infant feeding status from clinical notes using natural language processing and machine learning.

The objective of this study is to develop and evaluate natural language processing (NLP) and machine learning models to predict infant feeding status from clinical notes in the Epic electronic health records system. The primary outcome was the classification of infant feeding status from clinical notes using Medical Subject Headings (MeSH) terms. Annotation of notes was completed using TeamTat to uniquely classify clinical notes according to infant feeding status. We trained 6 machine learning models to classify infant feeding status: logistic regression, random forest, XGBoost gradient descent, k-nearest neighbors, and support-vector classifier. Model comparison was evaluated based on overall accuracy, precision, recall, and F1 score. Our modeling corpus included an even number of clinical notes that was a balanced sample across each class. We manually reviewed 999 notes that represented 746 mother-infant dyads with a mean gestational age of 38.9 weeks and a mean maternal age of 26.6 years. The most frequent feeding status classification present for this study was exclusive breastfeeding [n = 183 (18.3%)], followed by exclusive formula bottle feeding [n = 146 (14.6%)], and exclusive feeding of expressed mother's milk [n = 102 (10.2%)], with mixed feeding being the least frequent [n = 23 (2.3%)]. Our final analysis evaluated the classification of clinical notes as breast, formula/bottle, and missing. The machine learning models were trained on these three classes after performing balancing and down sampling. The XGBoost model outperformed all others by achieving an accuracy of 90.1%, a macro-averaged precision of 90.3%, a macro-averaged recall of 90.1%, and a macro-averaged F1 score of 90.1%. Our results demonstrate that natural language processing can be applied to clinical notes stored in the electronic health records to classify infant feeding status. Early identification of breastfeeding status using NLP on unstructured electronic health records data can be used to inform precision public health interventions focused on improving lactation support for postpartum patients.

Eating Family Meals Together at Home.

This JAMA Pediatrics Patient Page describes the benefits of eating family meals together at home.

Why Is the Pediatrician Asking Me About Social Drivers of Health?

This JAMA Pediatrics Patient Page describes why pediatric clinics ask families about social drivers of health.

What Parents Need to Know About Penicillin Allergy Labels.

This JAMA Pediatrics Patient Page describes why it is important for children to see their pediatrician for any concern about a reaction to penicillin before a child is considered to have a penicillin allergy.

What Parents Should Know About Gun Safety in the Home and Vehicle.

This Patient Page describes safety measures parents can take to protect children from gun violence.

Untargeted Metabolomic Analysis of Lactation-Stage-Matched Human and Bovine Milk Samples at 2 Weeks Postnatal.

Epidemiological data demonstrate that bovine whole milk is often substituted for human milk during the first 12 months of life and may be associated with adverse infant outcomes. The objective of this study is to interrogate the human and bovine milk metabolome at 2 weeks of life to identify unique metabolites that may impact infant health outcomes. Human milk (n = 10) was collected at 2 weeks postpartum from normal-weight mothers (pre-pregnant BMI < 25 kg/m2) that vaginally delivered term infants and were exclusively breastfeeding their infant for at least 2 months. Similarly, bovine milk (n = 10) was collected 2 weeks postpartum from normal-weight primiparous Holstein dairy cows. Untargeted data were acquired on all milk samples using high-resolution liquid chromatography-high-resolution tandem mass spectrometry (HR LC-MS/MS). MS data pre-processing from feature calling to metabolite annotation was performed using MS-DIAL and MS-FLO. Our results revealed that more than 80% of the milk metabolome is shared between human and bovine milk samples during early lactation. Unbiased analysis of identified metabolites revealed that nearly 80% of milk metabolites may contribute to microbial metabolism and microbe-host interactions. Collectively, these results highlight untargeted metabolomics as a potential strategy to identify unique and shared metabolites in bovine and human milk that may relate to and impact infant health outcomes.

What Parents Should Know About Food and Food Insecurity for Their Families.

This Patient Page discusses how families with food insecurity can partner with their child's pediatrician to access nutrition food .

Pediatric primary care provider and staff perspectives on the implementation of electronic health record-based social needs interventions: A mixed-methods study.

Introduction: Interventions to address social needs in clinical settings can improve child and family health outcomes. Electronic health record (EHR) tools are available to support these interventions but are infrequently used. This mixed-methods study sought to identify approaches for implementing social needs interventions using an existing EHR module in pediatric primary care. Methods: We conducted focus groups and interviews with providers and staff (n = 30) and workflow assessments (n = 48) at four pediatric clinics. Providers and staff completed measures assessing the acceptability, appropriateness, and feasibility of social needs interventions. The Consolidated Framework for Implementation Research guided the study. A hybrid deductive-inductive approach was used to analyze qualitative data. Results: Median scores (range 1-5) for acceptability (4.9) and appropriateness (5.0) were higher than feasibility (3.9). Perceived barriers to implementation related to duplicative processes, parent disclosure, and staffing limitations. Facilitators included the relative advantage of the EHR module compared to existing documentation practices, importance of addressing social needs, and compatibility with clinic culture and workflow. Self-administered screening was seen as inappropriate for sensitive topics. Strategies identified included providing resource lists, integrating social needs assessments with existing screening questionnaires, and reducing duplicative documentation. Conclusions: This study offers insight into the implementation of EHR-based social needs interventions and identifies strategies to promote intervention uptake. Findings highlight the need to design interventions that are feasible to implement in real-world settings. Future work should focus on integrating multiple stakeholder perspectives to inform the development of EHR tools and clinical workflows to support social needs interventions.

Prenatal and postnatal exposure to polychlorinated biphenyls alter follicle numbers, gene expression, and a proliferation marker in the rat ovary.

Polychlorinated biphenyls (PCBs) were used in industrial applications until they were banned in the 1970s, but they still persist in the environment. Little is known about the long-term effects of exposure to PCB mixtures on the rat ovary during critical developmental periods. Thus, this study tested whether prenatal and postnatal exposures to PCBs affect follicle numbers and gene expression in the ovaries of F1 offspring. Sprague-Dawley rats were treated with vehicle or Aroclor 1221 (A1221) at 1 mg/kg/day during embryonic days 8-18 and/or postnatal days (PND) 1-21. Ovaries from F1 rats were collected for assessment of follicle numbers and differential expression of estrogen receptor 1 (Esr1), estrogen receptor 2 (Esr2), androgen receptor (Ar), progesterone receptor (Pgr), and Ki-67 (Ki67) at PNDs 8, 32, and 60. Sera were collected for measurement of estradiol concentrations. Prenatal exposure to A1221 significantly decreased the number of primordial follicles and the total number of follicles at PND 32 compared to control. Postnatal PCB exposure borderline increased Ki67 gene expression and significantly increased Ki67 protein levels (PND 60) compared to control. Combined prenatal and postnatal PCB exposure borderline decreased Ar expression (PND 8) compared to control. However, PCB exposure did not significantly affect the expression of Pgr, Esr1, and Esr2 or serum estradiol concentrations compared to control at any time point. In conclusion, these data suggest that PCB exposure affects follicle numbers and levels of the proliferation marker Ki67, but it does not affect expression of some sex steroid hormone receptors in the rat ovary.

Parent Perspectives on Electronic Health Record-Based Social Needs Screening and Documentation: A Qualitative Study.

OBJECTIVE: Social needs interventions in clinical settings can improve child health outcomes; however, they are not routinely delivered in routine pediatric care. The electronic health record (EHR) can support these interventions, but parent engagement in the development of EHR-based social needs interventions is lacking. The aim of this study was to assess parent perspectives on EHR-based social needs screening and documentation and identify family-centered approaches for screening design and implementation. METHODS: We enrolled 20 parents from four pediatric primary care clinics. Parents completed a social risk questionnaire from an existing EHR module and participated in qualitative interviews. Parents were asked about the acceptability of EHR-based social needs screening and documentation and preferences for screening administration. A hybrid deductive-inductive approach was used to analyze qualitative data. RESULTS: Parents identified the benefits of social needs screening and documentation but expressed concerns related to privacy, fear of negative outcomes, and use of outdated documentation. Some felt self-administered electronic questionnaires would mitigate parent discomfort and encourage disclosure of social needs, while others felt face-to-face screening would be more effective. Parents stressed the importance of transparency on the purpose of social needs screening and the use of data. CONCLUSIONS: This work can inform the design and implementation of EHR-based social needs interventions that are acceptable and feasible for parents. Findings suggest strategies such as clear communication and multi-modal delivery methods may enhance intervention uptake. Future work should integrate feedback from multiple stakeholders to design and evaluate interventions that are family-centered and feasible to implement in clinical settings.

Pre- and postnatal developmental exposure to the polychlorinated biphenyl mixture aroclor 1221 alters female rat pituitary gonadotropins and estrogen receptor alpha levels.

Polychlorinated-biphenyls (PCBs) are industrial compounds, which were widely used in manufacturing of electrical parts and transformers. Despite being banned in 1979 due to human health concerns, they persist in the environment. In humans and experimental model systems, PCBs elicit toxicity in part by acting as endocrine-disrupting chemicals (EDCs). Aroclor 1221 (A1221) is a weakly estrogenic PCB mixture known to alter reproductive function in rodents. EDCs can impact hormone signaling at any level of the hypothalamic-pituitary-gonadal (HPG) axis, and we investigated the effects of A1221 exposure during the prenatal and postnatal developmental periods on pituitary hormone and steroid receptor expression in female rats. Examining offspring at 3 ages, postnatal day 8 (P8), P32 and P60, we found that prenatal exposure to A1221 increased P8 neonate pituitary luteinizing hormone beta (Lhb) mRNA and LHß gonadotrope cell number while decreasing LH serum hormone concentration. No changes in pituitary hormone or hormone receptor gene expression were observed peri-puberty at P32. In reproductively mature rats at P60, we found pituitary follicle stimulating hormone beta (Fshb) mRNA levels increased by prenatal A1221 exposure with no corresponding alterations in FSH hormone or FSHß expressing cell number. Estrogen receptor alpha (ERα) mRNA and protein levels were also increased at P60, but only following postnatal A1221 dosing. Together, these data illustrate that exposure to the PCB A1221, during critical developmental windows, alters pituitary gonadotropin hormone subunits and ERα levels in offspring at different phases of maturation, potentially impacting reproductive function in concert with other components of the HPG axis.

What Parents Should Know About Returning to Work While Breastfeeding.

This Patient Page describes the challenges of returning to work while breastfeeding, tips on how to transition back to work, and the advantages of breast milk.

North-Central Florida Clinicians' Human Papillomavirus Vaccine Recommendation Priorities and Practices for 11- to 12-Year-Olds: A Discrete Choice Experiment.

PURPOSE: Within the United States, human papillomavirus (HPV) vaccination rates remain low. We examined HPV vaccine recommendation practices among Florida clinicians by assessing variability in: (1) recommendation priorities by patient characteristics and (2) concordance with best practices. METHODS: In 2018 and 2019, we conducted a cross-sectional survey incorporating a discrete choice experiment among primary care clinicians (MD/DO, APRN, and PA). We used linear mixed-effects models to determine the importance of patient characteristics (age, sex, time in practice, and chronic condition) and parental concerns. We compared clinician endorsement of predetermined constructs with reported vaccine recommendation statements. RESULTS: Among 540 surveys distributed, 272 were returned and 105 reported providing preventive care to 11- to 12-year-olds (43% response rate). Among completing clinicians, 21/99 (21%) did not offer the HPV vaccine. Among clinicians offering the vaccine (n = 78), 35%-37% of each decision to recommend the vaccine was based on the child's age (15 vs. 11 years). For closed-ended questions, most clinicians endorsed best practices including emphasizing cancer prevention (94% for girls and 85% for boys; p = .06), vaccine efficacy (60% both sexes), safety (58% girls and 56% boys), importance at 11-12 years (64% both sexes), and bundling vaccines (35% girls and 31% boys). When clinicians reported their typical recommendation, fewer clinicians incorporated best practices (59% cancer prevention, 5% safety, 8% the importance at 11-12 years, and 8% bundling vaccines). DISCUSSION: HPV vaccination recommendation strategies among Florida clinicians somewhat aligned with best practices. Alignment was higher when clinicians were explicitly asked to endorse constructs versus provide recommendations.

What Parents Should Know About Iron-Deficiency Anemia in Children.

This Patient Page describes how children may develop iron-deficiency anemia and provides information on how to make sure children have enough iron in their bodies.

What Parents Should Know About Sun and Sunburns in Children.

This Patient Page discusses how to prevent sunburns by avoiding midday sun exposure, using sunscreen, and wearing protective clothing.

Peripartum women's perspectives on research study participation in the OneFlorida Clinical Research Consortium during COVID-19 pandemic.

Introduction: The COVID-19 pandemic created an unprecedented need for population-level clinical trials focused on the discovery of life-saving therapies and treatments. However, there is limited information on perception of research participation among perinatal populations, a population of particular interest during the pandemic. Methods: Eligible respondents were 18 years or older, were currently pregnant or had an infant (≤12 months old), and lived in Florida within 50 miles of sites participating in the OneFlorida Clinical Research Consortium. Respondents were recruited via Qualtrics panels between April and September 2020. Respondents completed survey items about barriers and facilitators to participation and answered sociodemographic questions. Results: Of 533 respondents, most were between 25 and 34 years of age (n = 259, 49%) and identified as White (n = 303, 47%) and non-Hispanic (n = 344, 65%). Facebook was the most popular social media platform among our respondents. The most common barriers to research participation included poor explanation of study goals, discomforts to the infant, and time commitment. Recruitment through healthcare providers was perceived as the best way to learn about clinical research studies. When considering research participation, "myself" had the greatest influence, followed by familial ties. Noninvasive biological samples were highly acceptable. Hispanics had higher positive perspectives on willingness to participate in a randomized study (p = 0.009). Education (p = 0.007) had significant effects on willingness to release personal health information. Conclusion: When recruiting women during the pregnancy and postpartum periods for perinatal studies, investigators should consider protocols that account for common barriers and preferred study information sources. Social media-based recruitment is worthy of adoption.

What Is Parent-Child Interaction Therapy?

This Patient Page describes what parent-child interaction therapy is and who can benefit from this type of therapy.

Decoding of EEG signals reveals non-uniformities in the neural geometry of colour.

The idea of colour opponency maintains that colour vision arises through the comparison of two chromatic mechanisms, red versus green and yellow versus blue. The four unique hues, red, green, blue, and yellow, are assumed to appear at the null points of these the two chromatic systems. Here we hypothesise that, if unique hues represent a tractable cortical state, they should elicit more robust activity compared to other, non-unique hues. We use a spatiotemporal decoding approach to report that electroencephalographic (EEG) responses carry robust information about the tested isoluminant unique hues within a 100-350 ms window from stimulus onset. Decoding is possible in both passive and active viewing tasks, but is compromised when concurrent high luminance contrast is added to the colour signals. For large hue-differences, the efficiency of hue decoding can be predicted by mutual distance in a nominally uniform perceptual colour space. However, for small perceptual neighbourhoods around unique hues, the encoding space shows pivotal non-uniformities which suggest that anisotropies in neurometric hue-spaces may reflect perceptual unique hues.

Mental Health in Infants and Young Children.

This Patient Page describes how caregivers can help children organize their feelings and emotions to promote mental health.