Yoxas/statistical_literacy huggingface dataset:
Commercial rates for free flap reconstruction were not known publicly before the 2021 Hospital Price Transparency Final Rule. The purpose of this study was to examine commercial facility payments to characterize nationwide variation for microsurgical operations and identify opportunities to improve market effectiveness. A cross-sectional study was performed using 2022 commercial insurance pricing merged with hospital performance data. Facility payment rates were extracted for nine CPT codes for free flap operations. Price variation was quantified by means of across-hospital ratios and within-hospital ratios. Mixed effects linear models evaluated commercial rates relative to value, outcomes, and equity performance metrics, in addition to facility-level factors that included health care market concentration. A total of 20,528 commercial rates across 675 hospitals were compiled. Across-hospital ratios ranged from 5.85 to 7.95, whereas within-hospital ratios ranged from 1.00 to 1.71. Compared with the lowest scoring hospitals (grade D), hospitals with an outcome grade of A and equity grades of B or C were associated with higher commercial rates ( P < 0.04); there were no significant differences in rate based on value. Higher commercial rates were also associated with nonprofit status and more concentrated markets ( P < 0.006). Lower commercial rates were correlated with safety-net and teaching hospitals ( P < 0.001). Commercial rates for free flaps varied substantially both across and within hospitals. Associations of higher commercial rates with less competitive markets, and the lack of consistent association with value and equity, identify market failures. Additional work is needed to improve market efficiency for free flap operations.
Commission on Dental Accreditation (CODA) accreditation standard 2-19 states predoctoral dental schools must assess students' ability to function successfully as the leader of the oral health care team. This study aimed to explore how dental schools incorporate leadership training into their curriculum to better understand the leadership skills students learn, the ways students engage in leadership training, and the opportunities students have to practice leadership skills with their peers. The aim of this 2022 qualitative phenomenology study was to use semi-structured interviews with academic Deans at CODA-accredited dental schools and one subject matter expert to uncover types of cognitive, behavioral, and environmental factors influencing leadership training through the lens of social cognitive theory. All interviews were recorded on Zoom, transcribed, de-identified, and analyzed for recurring themes using NVivo. Eight academic Deans and one subject matter expert participated in the study. Four major themes emerged from the data: leadership is essential for dental professionals, leadership is incorporated into the curricula in diverse ways, students most often engage in leadership training opportunities with dental peers and interprofessional opportunities could be expanded, and dental schools often face barriers to incorporating leadership training. Vertically integrated case presentations and team-based practice management simulations are meaningful leadership development activities. Prominent barriers include time constraints, lack of faculty champions with teaching leadership expertise, and prioritizing the development of hand skills. Standard practices for student leadership development and assessment do not appear to exist across dental school curricula. Findings support the need for a leadership development framework.
Common psycho-physical symptoms have emerged in patients who were previously recovered for COVID-19 infection, including traumatic experience and enduring emotional disturbances. A group psycho-educational intervention of seven weekly sessions and a follow-up after three months was proposed to all Italian-speaking patients formally discharged from a public hospital in northern Italy and physically recovered from infection. Eighteen patients were recruited and divided into four age-homogenous groups, each led by two facilitators (psychologists and psychotherapists). The group sessions followed a structured format with thematic modules, including main topics, tasks, and homework assignments. Data were collected through recordings and verbatim transcripts. The objectives of the study were twofold: (1) to analyze the emerging themes and gain insight into the significant aspects of the participants' lived experience of COVID-19, and (2) to examine changes in how participants approached these themes throughout the intervention process. Semantic-pragmatic text analyses, specifically thematic analysis of elementary context and correspondence analysis, were conducted using T-LAB software. Linguistic analysis revealed a congruence between the intervention's objectives and the participants' experiences. The study highlighted an evolution in the narratives, as participants transitioned from a passive and concrete perspective on the disease to a more comprehensive cognitive and emotional elaboration of their personal illness stories. These findings hold potential relevance for healthcare services and professionals working in this field.
Communicating well with patients is a competence central to everyday clinical practice, and communicating statistical information, especially in Bayesian reasoning tasks, can be challenging. In Bayesian reasoning tasks, information can be communicated in two different ways (which we call directions of information): The direction of Bayesian information (e.g., proportion of people tested positive among those with the disease) and the direction of diagnostic information (e.g., the proportion of people having the disease among those tested positive). The purpose of this study was to analyze the impact of both the direction of the information presented and whether a visualization (frequency net) is presented with it on patient's ability to quantify a positive predictive value. 109 participants completed four different medical cases (2⨯2⨯4 design) that were presented in a video; a physician communicated frequencies using different directions of information (Bayesian information vs. diagnostic information). In half of the cases for each direction, participants were given a frequency net. After watching the video, participants stated a positive predictive value. Accuracy and speed of response were analyzed. Communicating with Bayesian information led to participant performance of only 10% (without frequency net) and 37% (with frequency net) accuracy. The tasks communicated with diagnostic information but without a frequency net were correctly solved by 72% of participants, but accuracy rate decreased to 61% when participants were given a frequency net. Participants with correct responses in the Bayesian information version without visualization took longest to complete the tasks (median of 106 seconds; median of 13.5, 14.0, and 14.5 seconds in other versions). Communicating with diagnostic information rather than Bayesian information helps patients to understand specific information better and more quickly. Patients' understanding of the relevance of test results is strongly dependent on the way the information is presented.
Communication and mutual understanding among healthcare providers is a significant concern within the healthcare system, and enhancing empathy is one way to foster effective communication and mutual understanding. The aim of this research is to evaluate and compare the impact of story reading on the level of empathy in medical students at Mazandaran University of Medical Sciences. The study employed an intervention educational design (a quasi-experimental), with a convenience sample of 51 medical students selected as the statistical population. The process of story reading was conducted over six two-hour virtual sessions in the students' classroom, spanning six weeks. Selected stories were discussed in an online virtual class under the supervision of an instructor, focusing on story elements. To assess students' empathy in this educational program, the Davis General Empathy Questionnaire was administered before each of the six sessions, after, and one week later at the end of the course. Statistical analysis of the collected data was performed using repeated measures analysis of variance and Bonferroni's post hoc test through SPSS version 28 software, with a significance level set at 0.05. The findings revealed that 27 participants (58.7%) were female students, with the remaining being male students, having an average age of 19.5 ± 0.86 years. The level of general empathy among the students significantly increased after the intervention compared to before the intervention (P<0.001). Furthermore, the analysis of variance with repeated measures indicated a significant effect of the story reading program on enhancing empathy in terms of emotional and cognitive transfer among students in the intervention group (P<0.001). The research findings suggest that the story reading program effectively enhances the overall sense of empathy among medical students at the University of Medical Sciences. Therefore, implementing this method in universities, higher education centers, libraries, and psychology centers for teaching empathy can be valuable in fostering empathy skills and improving healthcare.
Communication is a basic need of humans. Identifying factors that prevent effective nurse-patient communication allows for the better implementation of necessary measures to modify barriers. This study aims to compare the barriers to effective nurse-patient communication from the perspectives of nurses and patients in COVID-19 and non-COVID-19 wards. This cross-sectional descriptive study was conducted in 2022. The participants included 200 nurses (by stratified sampling method) and 200 patients (by systematic random sampling) referred to two conveniently selected hospitals in Shahroud, Iran. The inclusion criteria for nurses were considered having at least a bachelor's degree and a minimum literacy level for patients to complete the questionnaires. Data were collected by the demographic information form and questionnaire with 30 and 15 questions for nurses and patients, which contained similar questions to those for nurses, based on a 5-point Likert scale. Data were analysis using descriptive indices and inferential statistics (Linear regression) in SPSS software version 18. The high workload of nursing, excessive expectations of patients, and the difficulty of nursing work were identified by nurses as the main communication barriers. From the patients' viewpoints, the aggressiveness of nurses, the lack of facilities (welfare treatment), and the unsanitary conditions of their rooms were the main communication barriers. The regression model revealed that the mean score of barriers to communication among nurses would decrease to 0.48 for each unit of age increase. Additionally, the patient's residence explained 2.3% of the nurses' barriers to communication, meaning that native participants obtained a mean score of 2.83 units less than non-native nurses, and there was no statistically significant difference between the COVID and non-COVID wards. In this study, the domain of job characteristics was identified by nurses as the major barrier, and patients emphasized factors that were in the domain of individual/social factors. There is a pressing need to pay attention to these barriers to eliminate them through necessary measures by nursing administrators.
Communication is a core competency of medical professionals and of utmost importance for patient safety. Although medical curricula emphasize communication training, traditional formats, such as real or simulated patient interactions, can present psychological stress and are limited in repetition. The recent emergence of large language models (LLMs), such as generative pretrained transformer (GPT), offers an opportunity to overcome these restrictions. The aim of this study was to explore the feasibility of a GPT-driven chatbot to practice history taking, one of the core competencies of communication. We developed an interactive chatbot interface using GPT-3.5 and a specific prompt including a chatbot-optimized illness script and a behavioral component. Following a mixed methods approach, we invited medical students to voluntarily practice history taking. To determine whether GPT provides suitable answers as a simulated patient, the conversations were recorded and analyzed using quantitative and qualitative approaches. We analyzed the extent to which the questions and answers aligned with the provided script, as well as the medical plausibility of the answers. Finally, the students filled out the Chatbot Usability Questionnaire (CUQ). A total of 28 students practiced with our chatbot (mean age 23.4, SD 2.9 years). We recorded a total of 826 question-answer pairs (QAPs), with a median of 27.5 QAPs per conversation and 94.7% (n=782) pertaining to history taking. When questions were explicitly covered by the script (n=502, 60.3%), the GPT-provided answers were mostly based on explicit script information (n=471, 94.4%). For questions not covered by the script (n=195, 23.4%), the GPT answers used 56.4% (n=110) fictitious information. Regarding plausibility, 842 (97.9%) of 860 QAPs were rated as plausible. Of the 14 (2.1%) implausible answers, GPT provided answers rated as socially desirable, leaving role identity, ignoring script information, illogical reasoning, and calculation error. Despite these results, the CUQ revealed an overall positive user experience (77/100 points). Our data showed that LLMs, such as GPT, can provide a simulated patient experience and yield a good user experience and a majority of plausible answers. Our analysis revealed that GPT-provided answers use either explicit script information or are based on available information, which can be understood as abductive reasoning. Although rare, the GPT-based chatbot provides implausible information in some instances, with the major tendency being socially desirable instead of medically plausible information.
Communication is an integral component of effective healthcare delivery to patients, and this includes breaking bad news (BBN). However, clinicians in dentistry are rarely exposed to diseases that can negatively and seriously affect an individual's view of their future and pose a mortality risk, except for oral cancer. The aim of this study was to assess clinician practices in BBN of oral cancer diagnosis in Malaysia. An exploratory sequential mixed-methods study design was used. A qualitative study was conducted among 12 clinicians to gather relevant information regarding their practices in BBN of oral cancer diagnosis using a descriptive-interpretive approach. The themes that emerged were preparation for BBN, BBN setting, communication, emotional aspects, and summarizing the session. These themes were used to develop a questionnaire with 34 items. In the quantitative study, this questionnaire was sent to 87 clinicians who had experienced BBN of oral cancer diagnosis in the past 5 years; the response rate was 100%. An arbitrary cut-off score between the third and fourth quartiles was set to distinguish 'good' and 'poor' practice in BBN among the clinicians. The data analysis was performed using IBM SPSS Statistics version 23.0. Overall, at least two-thirds of the clinicians had good practices in BBN of oral cancer diagnosis. The clinicians' designation (oral and maxillofacial surgery consultant/specialist vs dental officer) and BBN experiences were factors associated with their practices in BBN of oral cancer diagnosis.
Communication is one of the oldest and greatest human achievements and the basis of social life. The aim of this study was to evaluate the role of family communication patterns as predictors of behavioral health among students of public universities in the north of Iran. In this cross-sectional study, a total of 461 students from all the public universities of Babol, Iran, were selected in 2019. A stratified sampling random method was used to select the samples. The demographic characteristics, Depression Anxiety Stress Scale, Acceptance and Action Questionnaire, Rosenberg self-esteem questionnaire, and Communication Skills Interpersonal Test were used to collect data. Simple and multi-variate linear regressions as well as Pearson's correlation coefficient were utilized for data analysis. The mean and standard deviation scores of conversation orientation and conformity orientation were 35.61 ± 0.55 and 19.31 ± 0.41, respectively. Family conversation orientation was a significant predictor of behavioral health scales of students (except for acceptance and action), predicting negatively and significantly depression, anxiety, stress, and positively self-esteem and inter-personal communication skills of students. Family conformity orientation was also a significant predictor of behavioral health scales (except for inter-personal communication skills) of students, which predicted positively and significantly depression, anxiety, stress, and negatively acceptance, action, and students' self-esteem. To prevent behavioral health problems, it is necessary to observe conformity orientation and rely on conversation orientation.
Communication skills (CS) are competencies required by health professionals. Clinical simulation with a simulated/standardized patient (SP) is a good resource for teaching this skill. However, it requires trained teachers to guide the process. Not all teachers have this training. HC short evaluation instruments are required to develop a structured observation during the activity, especially those that can be applied by all the participants to guide and understand the process from a broader perspective. Validate a short HC assessment questionnaire to evaluate these skills from a 360° analysis, i.e., from the learner, facilitator/teacher, and PS perspective. A brief HC questionnaire was created, subjected to construct and content validity, and thus applied to 40 Kinesiology undergraduate students, facilitator/teacher, and PS during a simulated teleconsultation scenario. We analyzed the result of the communication by descriptive statistics, Lashe, Cronbach, KMO, Bartlett, IVC, Fisher and Cohen tests, and exploratory factorial analysis. The questionnaire showed content validity for 5 of 6 items. Construct validity with commonalities over 50% for each item. With good reliability (Cronbach's alpha > 0.79). We found high levels of HC in the students, but the concordance between observers was weak (Cohen's Kappa < 0.4). The short questionnaire for HC is a valid assessment tool during clinical simulation. Incorporating the views and perceptions of all the simulation participants can improve the understanding of health communication.
Communities may often lack the resources to deliver intensive programs to assist teen mothers, and many eligible adolescents may decline participation in lengthy interventions. Therefore, alternative approaches involving less resource and time may be needed. Behavioral economics (BE) can inform the development of such novel interventions. BE often feature low-intensity approaches designed to "nudge" people to help them reach their long-term goals. Nudges can include giving reminders, making the desired behavior more convenient, and optimizing the verbal presentation of recommended options. Three hundred thirty-one American adolescents (ages 14 to 19) who were 22 to 35 weeks pregnant were enrolled in the present trial. One hundred sixty-six participants were randomly assigned to the intervention condition featuring a three-month BE intervention delivered by a registered nurse and social worker. The remaining 165 youths were assigned usual care. Surveys were completed at baseline, 3 months, 12 months, and 18 months. Data collection occurred from 2017 to 2021. Qualitative feedback indicated that the BE intervention was well-received by adolescents. However, there were no significant differences between the intervention and control groups at any time point regarding repeat pregnancy, contraceptive usage, financial literacy, school completion, job attainment, HPV vaccinations, nicotine usage, perception of having a medical home, urgent care/ED usage, and nutritional intake (all p > .05). Our findings suggest that a BE-based intervention may not be sufficient to facilitate change for teen mothers. Future programs should consider lasting longer, featuring a higher dose, and/or incorporating systems-level changes. This trial was prospectively registered (NCT03194672 clinicaltrials.gov).
Community colleges are frequently an affordable, accessible entrance to a Science, Technology, Engineering, and Mathematics (STEM) education and career, but the transition from a 2-year program to a 4-year institution can be tumultuous. In this mixed-methods study, we explore the experiences of transfer and prospective transfer students. Through surveys and interviews, we identify the challenges faced by and the supports desired by biology transfer students. We describe how community college students perceive their introductory biology courses, and we compare the biology identity and self-efficacy of these students to peers at a 4-year institution. Students expressed uncertainty about what to expect from the transfer experience, and they benefitted from interventions that made the university experience more concrete or clarified their expectations. We found that community college students are just as interested in biology as peers at a 4-year university, but they are significantly less likely to believe that others recognize them as "biology people" and report less self-efficacy regarding biology courses. Students felt particularly well-prepared for transfer after community college biology courses they described as "rigorous" and "demanding," especially because students expressed that the community college environment helped support them through the challenges of higher education.
Community education programmes are vital tools for teaching skills, such as understanding the larger cultural, economic and social determinants of health and how these factors impact people's health. It is currently unclear whether community education programmes in the field of dentistry deliver adequate value. This review aims to scope, collate and analyse globally published evidence concerning community education programmes in dentistry from inception, to gain an understanding of the intentions for these programmes and establish whether outcomes have shifted over time from the original intentions. Arksey and O'Malley's framework for scoping reviews was employed to guide the reviewers. A systematic search of electronic databases and the reference lists in key papers was conducted. A systematic search concerning community education in dentistry identified a total of 140 papers for full-text evaluations. After further exclusions, 115 articles were selected for data charting. There was a lack of clarity in the literature concerning programmes' definitions and strategies for achieving intentions. Origins, intentions and motivations of the programmes were identified. The literature largely focused on assessing students' clinical treatment skills, contradicting the programme's original idea and intentions. Only a few studies incorporated patient and community perspectives, and the majority of assessments were self-reported, primarily by students. There is broad interest in integrating community education into dental curricula to teach complex concepts, dental public health principles and to ensure professional skills development. We identified issues in the literature around programme definitions, strategies, measurement approaches and programme success requiring additional research.