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Evaluation of a cornea-specialized large language model for diagnostic and management accuracy in complex corneal cases.

PURPOSE: To evaluate whether a cornea-specialized large language model (LLM) enhanced with retrieval-augmented generation (RAG) improves clinicians' diagnostic and management accuracy in complex corneal cases compared to a general-purpose GPT-4o model and unaided clinician performance. METHODS: This prospective, randomized, masked evaluation study involved three cornea trainees who each independently reviewed 39 real-world corneal cases under three experimental conditions: unaided, GPT-4o-assisted, and assisted by a cornea-specialized GPT-4o model. The cornea-specialized model was constructed by embedding over 200 publicly available Wikipedia articles into GPT-4o's RAG framework. Participants provided open-ended diagnoses and selected the next-step management options (multiple choice). They were allowed up to three GPT-4o queries per case, and the AI-assisted arms were randomized to minimize bias. Accuracy for both tasks was compared against expert reference standards using McNemar's test. RESULTS: Diagnostic accuracy was 48.7%, 20.5%, and 38.5% unaided, improving to 69.2%, 46.2%, and 59.0% with general GPT-4o (p<0.04). The cornea-specialized GPT-4o further improved accuracy to 71.8%, 48.7%, and 74.4%, with improvements over unaided performance for all clinicians (p<0.01). For next-step decisions, unaided accuracy was 76.9%, 87.2%, and 59.0%. With the specialized model, Ophthalmologist 3 improved to 71.8% (p<0.05), Ophthalmologist 1 remained high at 82.1%, and Ophthalmologist 2 declined to 64.1% (p<0.05). CONCLUSIONS: A cornea-specialized LLM enhanced with RAG improved diagnostic accuracy in complex corneal cases, particularly among clinicians with lower baseline performance. Effects on management accuracy were inconsistent. Future studies should explore the use of open-ended management tasks and examine whether smaller, curated retrieval corpora yield better model performance.

Humans↗

Providing medical evaluations for possible child maltreatment to children with special health care needs.

OBJECTIVE: Children with special health care needs are known to be at increased risk of all forms of child maltreatment when compared to children without such needs. We describe a health care team's experience providing medical evaluations for suspected child maltreatment to children with special health care needs. METHOD: Consecutive cases seen as outpatients in the Abuse Referral Clinic for Children with Disabilities were abstracted and analyzed. Mail and telephone follow-up contact was attempted after the medical evaluation to determine adherence with treatment recommendations. A subsample of cases for which complete financial information was available was reviewed to determine a reimbursement rate. RESULTS: During the study, 49 children received complete outpatient evaluations. Ages ranged from 3 to 16 years old, and 54% were males. Special needs spanned a wide range of physical, developmental/cognitive and behavioral conditions. The largest number of referrals came from child protective services (42%) followed by referrals from physicians (27%). After the team's comprehensive evaluation, 18% of the children were found to have a history or physical examination that was diagnostic for child maltreatment, 13% were thought to be at high risk, 25% were thought to be at low risk and 44% were thought to have non-abusive etiologies. The collection rate was 14% for an average reimbursement of $38 per case. Only 29 caregivers could be found at follow-up and 22 remembered the recommendations made by the team. Of the 25 cases that were referred for outpatient mental health counseling, 12 (48%) complied. CONCLUSION: Children with a wide range of special health care needs were evaluated in an outpatient special health care needs clinic that offered comprehensive medical evaluations for possible child maltreatment. Medical evaluation services for this group of children were poorly reimbursed. Mental health services were frequently recommended but often not accessed. Child maltreatment teams seeking to serve children with special health care needs will need to plan for service delivery to a potentially diverse group of children and families who may experience difficulty in carrying through on the team's treatment recommendations.

Adolescent↗

General Practitioners with special clinical interests: a qualitative study of the views of doctors, health managers and patients.

BACKGROUND: The difficulties with under-provision of doctors mean that alternative ways of providing services need to be developed. In the UK, some primary care doctors are now providing services traditionally only obtained through secondary care. The views of health care professionals, as well as patients, about these new services are currently unexplored. OBJECTIVES: To study the views of a variety of doctors, health managers and patients concerning the development of General Practitioners with special clinical interests. DESIGN: Qualitative using semi-structured audio-taped interviews. PARTICIPANTS: Health Service Managers, General Practice Registrars (GPRs), General Practitioners (GPs) with no special clinical interest, GPs with special clinical interests (GPSCIs), consultants (from specialties with and without GPSCIs) and patients who had attended a GPSCI clinic. SETTING: The North East of England. RESULTS: A range of positive benefits was identified for GPs with special clinical interests including enhanced job satisfaction and possibly increased recruitment and retention for general practice. They were expected to decrease hospital specialty waiting times and may address previously unmet needs. Patients appreciated the requirement of appropriate professional skill mixes for less serious conditions. Personal aspects of care were important for patients. Outcome measures appeared poorly defined. Negative aspects identified included a deskilling of the general pool of GPs and an increase in workload by treating previously untreated conditions. A variety of challenges in establishing these services (in particular proactive development of GPSCIs in areas of need, accreditation and governance) were uncovered and some potential solutions discussed. CONCLUSIONS: The impact of GPs with special clinical interests has not been studied in any detail, and measures of success for these schemes, where they exist, may fail to address the wide range of potential positive and negative effects. Their cost effectiveness has been questioned, and yet in the future more of these types of schemes seem likely. GPs with special interests may be part of an increasingly flexible career structure that sees GPs and secondary care doctors and consultants having much more interchangeable career paths. Patients' views on the services were generally positive.

Attitude of Health Personnel↗

Association of cortactin with developing neuromuscular specializations.

During the development of the neuromuscular junction (NMJ), motoneurons grow to the muscle cell and the nerve-muscle contact triggers the development of both presynaptic specialization, consisting of clusters of synaptic vesicles (SVs), and postsynaptic specialization, consisting of clusters of synaptic vesicles (SVs), and postsynaptic specialization, consisting of clusters of acetylcholine receptors (AChRs). Previous studies have shown that the activation of tyrosine kinases and the local assembly of an actin-based cytoskeletal specialization are involved in the development of both types of specializations. To understand the link between tyrosine phosphorylation and the assembly of the cytoskeleton, we examined the localization of cortactin in relationship to synaptic development. Cortactin is a 80/85 kD F-actin binding protein and is a substrate for tyrosine kinases. It contains a proline-rich motif and an SH3 domain and is localized at sites of active F-actin assembly. Using a monoclonal antibody against cortactin, its localization at developing NMJs in culture was observed. To understand the spatial and temporal relationship between cortactin and developing synaptic structures, cultured muscle cells and spinal neurons from Xenopus embryos were treated with beads coated with heparin-binding growth-associated molecule to induce the formation of AChR clusters and SV clusters and the localization of cortactin was followed by immunofluorescence. In untreated muscle cells, cortactin is often co-localized with spontaneously formed AChR clusters. After cells were treated with beads, cortactin became localized at bead-induced AChR clusters at their earliest appearance (1 h after the addition of beads). This association was most reliably detected at the early stage of the clustering process. On the presynaptic side, cortactin localization could be detected as early as 10 min after the bead-neurite contact was established. Cortactin-enriched contacts later showed concentration of F-actin (at 1 h) and clusters of SVs (at 24 h). These data suggest that cortactin mediates the local assembly of the cytoskeletal specialization triggered by the synaptogenic signal on both nerve and muscle.

Actins↗

Ectoplasmic specializations in the Sertoli cell: new vistas based on genetic defects and testicular toxicology.

Abstract The ectoplasmic specialization is a unique junctional complex formed in two cortical areas of the Sertoli cell in the mammalian testis: one near the base of the seminiferous epithelium forming the blood-testis barrier, and the other near the lumen of the seminiferous tubule embracing the acrosome region of the developing spermatids. The specialization consists of the Sertoli cell plasma membrane, a subsurface cistern of the endoplasmic reticulum and a layer of closely packed actin filaments that is sandwiched between the plasma membrane and the subsurface cistern. No functions of the specializations other than the blood-testis barrier have been established. However, over the past decade, knowledge about the ectoplasmic specialization has been steadily accumulating and, in particular, there has been a tremendous increase in knowledge based on molecular biological approaches to specialization-associated proteins, including tight junction-associated proteins, based on phenotype analyses of gene-knockout mice and mutant animals, and based on analyses of the effects of exogenous estrogens, so-called endocrine disruptors. Progress in studies on the ectoplasmic specialization will facilitate the elucidation of numerous important questions regarding spermatogenesis, including the pathogenesis of azoospermia and the mechanisms of action of endocrine disruptors.

Animals↗

Molecular phylogenetics of the siphonophora (Cnidaria), with implications for the evolution of functional specialization.

Siphonophores are a group of pelagic colonial hydrozoans (Cnidaria) that have long been of general interest because of the division of labor between the polyps and medusae that make up these "superorganisms." These polyps and medusae are each homologous to free living animals but are generated by an incomplete asexual budding process that leaves them physiologically integrated. They are functionally specialized for different tasks and are precisely organized within each colony. The number of functional types of polyps and medusae varies across taxa, and different authors have used this character to construct phylogenies polarized in opposite directions, depending on whether they thought siphonophore evolution proceeded by a reduction or an increase in functional specialization. We have collected taxa across all major groups of siphonophores, many of which are found exclusively in the deep sea, using remotely operated underwater vehicles (ROVs) and by SCUBA diving from ships in the open ocean. We have used 52 siphonophores and four outgroup taxa to estimate the siphonophore phylogeny with molecular data from the nuclear small subunit ribosomal RNA gene (18S) and the mitochondrial large subunit ribosomal RNA gene (16S). Parsimony reconstructions indicate that functionally specialized polyps and medusae have been gained and lost across the phylogeny. Maximum likelihood and Bayesian analyses of morphological data suggest that the transition rate for decreased functional specialization is greater than the transition rate for increased functional specialization for three out of the four investigated categories of polyps and medusae. The present analysis also bears on several long-standing questions about siphonophore systematics. It indicates that the cystonects are sister to all other siphonophores, a group that we call the Codonophora. We also find that the Calycophorae are nested within the Physonectae, and that the Brachystelia, a historically recognized grouping of short-stemmed taxa, are polyphyletic. [Cnidaria; colonial animals; deep sea; division of labor; functional specialization; Hydrozoa; phylogenetics; Siphonophores.].

Animals↗

Use of emergency medical services by children with special health care needs.

OBJECTIVE: This study describes emergency medical services (EMS) responses for children with special health care needs (CSHCN) in an urban area over a one-year period. METHODS: A prospective surveillance system was established to identify EMS responses for children, 21 years of age or younger, with a congenital or acquired condition or a chronic physical or mental illness. Responses related to the special health care needs of the child were compared with unrelated responses. RESULTS: During a one-year period, 924 responses were identified. Fewer than half of the responses were related to the child's special health care need. Younger children were significantly more likely to have a response related to their special needs than older children. Among related responses, seizure disorder was the most common diagnosis, while asthma was more common for unrelated responses. Almost 58% of the responses resulted in transport of the child to a hospital. CONCLUSIONS: Emergency medical services responses related to a child's special health care needs differ from unrelated responses. The most common special health care needs of children did not require treatment beyond the prehospital care provider's usual standard of care. These results are relevant for communities providing EMS services for CSHCN.

Adolescent↗

Routes and sources of Staphylococcus aureus transmitted to the surgical wound during cardiothoracic surgery: possibility of preventing wound contamination by use of special scrub suits.

OBJECTIVES: To trace the routes of transmission and sources of Staphylococcus aureus found in the surgical wound during cardiothoracic surgery and to investigate the possibility of reducing wound contamination, with regard to total counts of bacteria and S. aureus, by wearing special scrub suits. METHODS: A total of 65 elective operations for coronary artery bypass graft with or without concomitant valve replacement were investigated. All staff present in the operating room wore conventional scrub suits during 33 operations and special scrub suits during 32 operations. Bacteriological samples were taken from the hands of the scrubbed team after surgical scrub but before putting on sterile gowns and gloves and from the patients' skin (incisional area of sternum and vein harvesting area of legs) after preoperative skin preparation with chlorhexidine gluconate. Air samples were taken during operations. Bacteriological samples also were taken from the subcutaneous walls of the surgical wound just before closing the wound. Total counts of bacteria on sternal skin and wound walls (colony-forming units [CFUs]/cm2) were calculated, as well as total counts of bacteria in the air (CFUs/m3). Strains of S. aureus recovered from the different sampling sites were compared by pulsed-field gel electrophoresis (PFGE). RESULTS: Special scrub suits significantly reduced total counts of bacteria in air compared to conventional scrub suits (P=.002). The number of air samples in which S. aureus was found was significantly reduced by special scrub suits compared with conventional scrub suits (P=.016; relative risk, 4.4; 95% confidence interval [CI95], 1.3-14.91). By use of PFGE, it was possible to identify two cases of possible airborne transmission of S. aureus when wearing conventional scrub suits, whereas no case was found when wearing special scrub suits. When exposed to airborne S. aureus, the concomitant sternal carriage of S. aureus was a risk factor for having S. aureus in the wound. CONCLUSIONS: Use of tightly woven special scrub suits reduces the dispersal of total counts of bacteria and of S. aureus from staff in the operating room, thus possibly reducing the risk of airborne contamination of surgical wounds. The importance of careful preoperative disinfection of the patient's skin should be stressed.

Adolescent↗

Effects of Maryland's law banning "Saturday night special" handguns on homicides.

Small, inexpensive, often poorly made handguns known as "Saturday night specials" are disproportionately involved in crime. Maryland banned the sale of Saturday night specials effective January 1, 1990. During the 2 years between the law's passage in 1988 and its effective date, legal handgun sales in Maryland were 34% higher than expected (p = 0.09). Interrupted time-series analysis of age-adjusted homicide rates for 1975-1998 with statistical controls for trends in two neighboring states, social and economic variables, and temporal patterns in Maryland's homicide rates was used to assess the effect of the law. Estimates of the Saturday night special ban effects depended on the assumption made about the timing of the law's effects. Models that assumed a delayed or gradual effect of the Saturday night special ban produced estimates indicating that firearm homicide rates were 6.8-11.5% lower than would have been expected without the Saturday night special ban (p < or =0.05). The model that assumed an immediate, constant change in response to the law showed no law effect, unless an outlier was excluded from the analysis. Excluding this outlier, the model estimated a 15% increase in firearm homicides associated with the Saturday night special ban. None of the models revealed significant law effects on nonfirearm homicides.

Firearms↗

Development and validation of a screen for specialized discharge planning services.

BACKGROUND: There is no rigorously developed and empirically validated screening tool to identify, early in the hospital stay, those adults who will use specialized hospital discharge planning services. OBJECTIVES: To develop and validate a screen using hospital admission clinical data that discriminates between adults who use and do not use specialized discharge planning services. METHODS: Subjects consisted of prospectively sampled adult patients admitted to two hospitals located in a Midwestern United States city in 1998 (tool development sample, n = 991) and 2002 (validation sample, n = 303). Variables suggestive of being predictive of use of specialized hospital discharge planning services were identified from the literature and were obtained from direct participant interviews, record review, and administrative databases. The outcome was a documented referral for involvement of specialized discharge planning personnel with the patient's plan of care and was identified from review of hospital records. RESULTS: Of 24 variables examined, only age, disability, living alone, and self-rated walking limitation were jointly predictive of use of specialized discharge planning services in the development sample. Standardized coefficients from the joint model were used to estimate a screening score. A cut-point was derived and had a sensitivity of 75% and specificity of 78% in the development sample. The screen performed equally well in the validation sample and the development sample. CONCLUSION: A screening tool consisting of a limited number of characteristics readily available early in the hospital stay that were shown to be highly predictive of the use of specialized discharge planning services was developed. The application of such a tool will hopefully assist providers to deploy services appropriately and in a timely fashion.

Activities of Daily Living↗

Is hippocampal volume affected by specialization for food hoarding in birds?

The hypothesis that spatial-memory specialization affects the size of the hippocampus has become widely accepted among scientists. The hypothesis comes from studies on birds primarily in two families, the Paridae (tits, titmice and chickadees) and the Corvidae (crows, nutcrackers, jays, etc.). Many species in these families store food and rely on spatial memory to relocate the cached items. The hippocampus is a brain structure that is thought to be important for memory. Several studies report that hoarding species in these families possess larger hippocampi than non-hoarding relatives, and that species classified as large-scale hoarders have larger hippocampi than less specialized hoarders. We have investigated the largest dataset on hippocampus size and food-hoarding behaviour in these families so far but did not find a significant correlation between food-hoarding specialization and hippocampal volume. The occurrence of such an effect in earlier studies may depend on differences in the estimation of hippocampal volumes or difficulties in categorizing the degree of specialization for hoarding or both. To control for discrepancies in measurement methods we made our own estimates of hippocampal volumes in 16 individuals of four species that have been included in previous studies. Our estimates agreed closely with previous ones, suggesting that measurement methods are sufficiently consistent. Instead, the main reasons that previous studies have found an effect where we did not are difficulties in assessing the degree of hoarding specialization and the fact that smaller subsets of species were compared than in our study. Our results show that a correlation between food-hoarding specialization and hippocampal volume cannot be claimed on the basis of present data in these families.

Adaptation, Physiological↗

Computerized analysis of multiple-mammographic views: potential usefulness of special view mammograms in computer-aided diagnosis.

PURPOSE: To investigate the potential usefulness of special view mammograms in the computer-aided diagnosis of mammographic breast lesions. MATERIALS AND METHODS: Previously, we developed a computerized method for the classification of mammographic mass lesions on standard-view mammograms, i.e., mediolateral oblique (MLO) view and/or cranial caudal (CC) views. In this study, we evaluate the performance of our computerized classification method on an independent database consisting of 70 cases (33 malignant and 37 benign cases), each having CC, MLO, and special view mammograms (spot compression or spot compression magnification views). The mass lesion identified in each of the three mammographic views was analyzed using our previously developed and trained computerized classification method. Performance in the task of distinguishing between malignant and benign lesions was evaluated using receiver operating characteristic analysis. On this independent database, we compared the performance of individual computer-extracted mammographic features, as well as the computer-estimated likelihood of malignancy, for the standard and special views. RESULTS: Computerized analysis of special view mammograms alone in the task of distinguishing between malignant and benign lesions yielded an Az of 0.95, which is significantly higher (p < 0.005) than that obtained from the MLO and CC views (Az values of 0.78 and 0.75, respectively). Use of only the special views correctly classified 19 of 33 benign cases (a specificity of 58%) at 100% sensitivity, whereas use of the CC and MLO views alone correctly classified 4 and 8 of 33 benign cases (specificities of 12% and 24%, respectively). In addition, we found that the average computer output of the three views (Az of 0.95) yielded a significantly better performance than did the maximum computer output from the mammographic views. CONCLUSIONS: Computerized analysis of special view mammograms provides an improved prediction of the benign versus malignant status of mammographic mass lesions.

Breast Neoplasms↗

Characterization of the formae speciales of Fusarium oxysporum causing wilts of cucurbits by DNA fingerprinting with nuclear repetitive DNA sequences.

The genetic relatedness of five formae speciales of Fusarium oxysporum causing wilts of cucurbit plants was determined by DNA fingerprinting with the moderately repetitive DNA sequences FOLR1 to FOLR4. The four FOLR clones were chosen from a genomic library made from F. oxysporum f. sp. lagenariae 03-05118. Total DNAs from 50 strains representing five cucurbit-infecting formae speciales, cucumerinum, melonis, lagenariae, niveum, and momordicae, and 6 strains of formae speciales pathogenic to other plants were digested with EcoRV and hybridized with 32P-labeled FOLR probes. The strains were clearly distinguishable at the formae specialis level on the basis of FOLR DNA fingerprints. Fifty-two fingerprint types were detected among the 56 strains by using all FOLR probes. These probes were used to infer phylogenetic relationships among the DNA fingerprint types by the unweighted pair group method using averages and parsimony analysis. The fingerprint types detected in each of the formae speciales cucumerinum, lagenariae, niveum, and momordicae were grouped into a single cluster. However, two different genetic groups occurred in the formae specialis melonis. The two groups also differed in pathogenicity: one group caused wilts of muskmelon and oriental melon, while the second was pathogenic only to muskmelon. The fingerprint types of different formae speciales pathogenic to plants other than cucurbits were distinguishable from one another and from the fingerprints of the cucurbit-infecting strains. These results suggest that the cucurbit-infecting formae speciales are intraspecific variants distinguishable at the DNA level and in their host range.

Cloning, Molecular↗

Special care for persons with Alzheimer's disease and related dementias in Virginia adult care residences.

Designing supportive care for persons with Alzheimer's disease and related dementias in residential care is one of the most challenging issues facing researchers, policymakers, and facility administrators. To gain a better knowledge of the types of special care offered by adult care residences (ACRs) and assisted living facilities, the results of a survey of all licensed ACRs in the state of Virginia are presented. Examined are the facilities with special care units (SCUs) and special programs (SPs), the organizational characteristics of facilities that offer special care, the characteristics of existing SCUs and SPs, and the opinions of owners/operators on the elements needed for establishing these units and programs. The discussion focuses on improvements needed within special care and the implications of the views of owners/operators about special care.

Alzheimer Disease↗

Treatment for psychoactive substance use disorder in special populations: issues in strategic planning.

During their recovery, special populations of alcoholics and addicts have need for both (1) involvement with their own special social identity groups and (2) involvement with others broadly representative of the communities in which they will live and function. Self-help groups and treatment institutions in the societal mainstream have often neglected special populations and their special needs. Family education, support and therapy is especially important to many patients from these special populations. Obstacles to treatment for these special groups are described, along with strategies for overcoming these obstacles.

Alcoholism↗

The national survey of children with special health care needs.

CONTEXT: The federal and state-level Children with Special Health Care Needs (CSHCN) programs are vested with the responsibility for planning and developing systems of care for children with special health care needs. To support achievement of this goal, the federal Maternal and Child Health Bureau (MCHB), in partnership with the National Center for Health Statistics (NCHS), has developed a new survey that will provide uniform national and state data on the prevalence and impact of special health care needs among children. PURPOSE: The National Survey of CSHCN is designed to produce reliable state- and national-level estimates of the prevalence of special health care needs using MCHB's definition of CSHCN. It will also provide baseline estimates for federal and state Title V Maternal and Child Health performance measures, for Healthy People 2010 national prevention objectives, and for each state's Title V needs assessment. In addition, it will provide a resource for researchers, advocacy groups, and other interested parties. It is anticipated that this survey will be repeated periodically, thereby making trend analysis possible. METHODS: This survey is being conducted using the State and Local Area Integrated Telephone Survey mechanism, which shares the random-digit-dial sampling frame of the National Immunization Survey (sponsored by the National Immunization Program and NCHS). Using the CSHCN Screener, developed under the auspices of the Foundation for Accountability, 750 children with special health care needs will be identified and selected from each state and from the District of Columbia. Parents or guardians of these children then complete a comprehensive battery of questions on demographics, health and functional status, health insurance coverage, adequacy of health insurance coverage, public program participation, access to care, utilization of health care services, care coordination, satisfaction with care, and the impact of the special need on the family. Data collection began in October 2000 and will continue through March 2002. Summary reports and electronic data files will be available to the public within 6 to 12 months following completion of data collection. CONCLUSIONS: The National Survey of CSHCN will offer a unique data source for individuals and organizations interested in understanding and improving service delivery for CSHCN. It is an accomplishment that reflects the contributions of state and federal Title V programs, family organizations, provider organizations, health services researchers, and the broader maternal and child health community.

Adolescent↗

An epidemiologic profile of children with special health care needs.

OBJECTIVE: To present an epidemiologic profile of children with special health care needs using a new definition of the population developed by the federal Maternal and Child Health Bureau. METHODS: We operationalized the new definition using the recently released 1994 National Health Interview Survey on Disability. Estimates are based on 30 032 completed interviews for children <18 years old. The overall response rate was 87%. RESULTS: Eighteen percent of US children <18 years old in 1994, or 12.6 million children nationally, had a chronic physical, developmental, behavioral, or emotional condition and required health and related services of a type or amount beyond that required by children generally. This estimate includes children with existing special health care needs but excludes the at-risk population. Prevalence was higher for older children, boys, African-Americans, and children from low-income and single-parent households. Children with existing special health care needs had three times as many bed days and school absence days as other children. An estimated 11% of children with existing special health care needs were uninsured, 6% were without a usual source of health care, 18% were reported as dissatisfied with one or more aspects of care received at their usual source of care, and 13% had one or more unmet health needs in the past year. CONCLUSIONS: A substantial minority of US children were identified as having an existing special health care need using national survey data. Children with existing special health care needs are disproportionately poor and socially disadvantaged. Moreover, many of these children face significant barriers to health care.

Adolescent↗

Mental health care services for children with special health care needs and their family members: prevalence and correlates of unmet needs.

OBJECTIVES: To estimate the prevalence and correlates of unmet needs for mental health care services for children with special health care needs and their families. METHODS: We use the National Survey of Children With Special Health Care Needs to estimate the prevalence of unmet mental health care needs among children with special health care needs (1-17 years old) and their families. Using logistic-regression models, we also assess the independent impact of child and family factors on unmet needs. RESULTS: Substantial numbers of children with special health care needs and members of their families have unmet needs for mental health care services. Children with special health care needs who were poor, uninsured, and were without a usual source of care were statistically significantly more likely to report that their mental health care needs were unmet. More severely affected children and those with emotional, developmental, or behavioral conditions were also statistically significantly more likely to report that their mental health care needs went unmet. Families of severely affected children or of children with emotional, developmental, or behavioral conditions were also statistically significantly more likely to report that their mental health care needs went unmet. CONCLUSIONS: Our results indicate that children with special health care needs and their families are at risk for not receiving needed mental health care services. Furthermore, we find that children in families of lower socioeconomic status are disproportionately reporting higher rates of unmet needs. These data suggest that broader policies to identify and connect families with needed services are warranted but that child- and family-centered approaches alone will not meet the needs of these children and their families. Other interventions such as anti-poverty and insurance expansion efforts may be needed as well.

Adolescent↗