Perceived Success After Participation in the Summer Health Professions Education Program
Open accessAbstract
Importance: The number of active health care professionals has not kept pace with the increasing number of minoritized individuals in the US. The Summer Health Professions Education Program (SHPEP) was developed to alleviate this underrepresentation in the health workforce. Objective: To evaluate students’ changes in perceived barriers and motivators for entering and succeeding in professional school after SHPEP participation. Design, Setting, and Participants: For this cohort study, anonymous electronic surveys were sent to the 2017 to 2021 SHPEP participants at an academic health center at a large university in the southern US. Participants were first- and second-year undergraduates interested in the health professions and enrolled in the SHPEP. Program participants were invited to complete the study. Exposures: An anonymous electronic survey was administered before and immediately after program completion. Main Outcomes and Measures: The SHPEP Career Barriers Survey (SCBS) is composed of 22 questions on motivators and 20 questions on barriers to entering and succeeding in health professional school. Students responded using a 5-point Likert scale, with 1 indicating strongly disagree and 5 indicating strongly agree. Mixed analysis of variance was used to analyze the program’s latent factors. Results: Of all 402 SHPEP participants (mean [SD] age, 19.32 [0.88] years) from 2017 to 2021, 325 completed the preprogram survey and 259 also completed the postprogram survey. Of the 325 initial participants, 4 identified as American Indian or Alaska Native, Native Hawaiian, or Pacific Islander (1.2%); 12 as Asian (3.7%); 188 as Black (57.8%); 95 as Hispanic or Latino (29.2%); 7 as White (2.2%); and 16 as multiracial (4.9%). Two hundred twelve participants were female (65.2%), and 226 were first-generation college students (69.5%). Results of the SCBS indicate that the SHPEP had a significant small to moderate association on perceived motivators (mean [SD] x̅ = 84.60 [9.67] vs 80.95 [8.93]; P = .001) and decreases in perceived barriers (mean [SD] x̅ = 48.02 [13.20] vs 51.72 [11.39]; P = .008). There was no significant difference in program success between studied years. Conclusions and Relevance: In this cohort study, the SHPEP appeared to provide essential support for underrepresented students as measured by improved perceived motivators and reduced perceived barriers to entering professional education. Knowledge from this study can assist educators and health care professionals who wish to implement similar enrichment programs.
AI snapshot
Written from the paper’s full text.
TL;DR
This retrospective cohort study of 2017-2021 Summer Health Professions Education Program (SHPEP) participants at the University of Florida found that perceived motivators to enter health professional school increased and perceived barriers decreased after program participation. The authors conclude that summer enrichment programs may help support underrepresented students pursuing health professions.
Key findings
- Among 259 participants with complete pre-post SHPEP Career Barriers Survey data, perceived motivators increased from a mean (SD) of 80.95 (8.93) preprogram to 84.60 (9.67) postprogram (P = .001).
- Perceived barriers decreased from a mean (SD) of 51.72 (11.39) preprogram to 48.02 (13.20) postprogram (P = .008).
- Mixed analysis of variance found no significant interaction or pre-post differences by program year, but a significant within-participant difference for motivators before and after the program; effect sizes were small.
- Of 402 total participants, 325 completed the preprogram survey and 259 completed both surveys (64% response rate); survey completion was lower in 2020 and 2021.
Methods
- Retrospective cohort study analyzing 5 years (2017-2021) of SHPEP Career Barriers Survey data from participants at a large southern university (University of Florida).
- The SCBS was administered via Qualtrics immediately before and after program completion; it included 22 motivator items and 20 barrier items on a 5-point Likert scale, plus demographic and background questions.
- Descriptive statistics and inferential statistics (mixed analysis of variance, Pearson correlations, Cohen d) were used to examine pre-post differences and associations; significance was set at 2-sided P < .05.
Limitations
- The paper states the SCBS is an anonymous voluntary survey, with low response rates in 2020 and 2021 and potential selection and response bias; there was also a lack of alumni follow-up on graduate school entry and health career pursuit, and American Indian or Alaska Native individuals were the smallest racial population in the SHPEP.
- The text makes evident that the study was conducted at a single institution, lacked a comparison group, and relied on self-reported pre-post perceptions rather than long-term outcomes.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
5 of 22 cited sources checked · 2 supported · 0 flagged · accuracy not yet measured
- Premisecitation
A meta-analysis of 16 summer programs for first-year science, technology, engineering, and mathematics students revealed a moderate positive influence on program participants' grade point average and retention.
“A meta-analysis of 16 summer programs for first-year science, technology, engineering, and mathematics students revealed a moderate positive influence on program participants’ grade point average and retention.16”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [16] Bradford BC, Beier ME, Oswald FL. A meta-analysis of university STEM summer bridge program effectiveness. CBE Life Sci Educ. 2021; 20(2): ar21. doi: 10.1187/cbe.20-03-0046 33856899 PMC8734386 source
- Findingown data
Participation in the Summer Health Professions Education Program at the University of Florida from 2017 to 2021 was associated with a statistically significant decrease in participants' perceived barriers to entering and succeeding in health professional school (mean preprogram 51.72 vs postprogram 48.02, P = .008).
“Conversely, perceived barriers decreased between the beginning and end of the program (mean [SD] x̅ = 48.02 [13.20] vs 51.72 [11.39]; P = .008).”
Quote in the paperSubstantial claim - Findingown data
There was no statistically significant interaction effect between program year and pre-post scores for perceived motivators and barriers.
“The analysis yields no evidence of an interaction effect associated with year and pre-post scores.”
- Also stated in: § Mixed Analysis of Variance Analysis · plain
“Similarly, there were no statistically significant differences in pre-post scores based on program year.”
Quote in the paperNot a substantial claim - Also stated in: § Mixed Analysis of Variance Analysis · plain
- Findingown data
Participation in the Summer Health Professions Education Program at the University of Florida from 2017 to 2021 was associated with a statistically significant increase in participants' perceived motivators to enter and succeed in health professional school (mean preprogram 80.95 vs postprogram 84.60, P = .001).
“On average, participants’ perceived motivators increased after program completion (mean [SD] x̅ = 84.60 [9.67] vs 80.95 [8.93]; P = .001).”
Quote in the paperSubstantial claim - Findingown data
The effect sizes for the pre-post differences in perceived motivators and barriers were small, as measured by Cohen d.
“Effect sizes for the pre-post differences, measured via the Cohen d, were small.”
Quote in the paperNot a substantial claim
- Interpretationown data
The Summer Health Professions Education Program had a small to moderate significant influence on perceived barriers and motivators to entering health professional schools across a 5-year span.
“By analyzing the program’s latent factors, we found that the enhancement program had a small to moderate significant influence on perceived barriers and motivators to entering health professional schools across a 5-year span.”
- Also stated in: § Findings · plain
“the program has a significant small to moderate association on perceived barriers and motivators”
Quote in the paperSubstantial claim - Also stated in: § Findings · plain
- Premisecitation
The number of active health care students and professionals has not kept pace with the increasing number of minoritized individuals in the population.
“the number of active health care students and professionals has not kept pace with the increasing number of minoritized individuals in the population.6,7,8,9”
Quote in the paperSubstantial claim0 of 3 sources checked- cites [6] Colby S, Ortman J. Projections of the Size and Composition of the U.S. Population: 2014 to 2060. Dept of Commerce, Economics and Statistics Administration, US Census Bureau; 2015.
Not checked in the free run.
- cites [7] Association of American Medical Colleges. Diversity in Medicine: Facts and Figures 2019. Association of American Medical Colleges, 2019. Accessed August 24, 2023. https://www.aamc.org/data-reports/workforce/report/diversity-medicine-facts-and-figures-2019
Not checked in the free run.
- cites [8] American Dental Association. The Dentist Workforce—U.S. Dentist Demographic Dashboard. Accessed August 24, 2023. https://www.ada.org/resources/research/health-policy-institute/us-dentist-demographics
Not checked in the free run.
- May combine two claims. 15
- Classified as probably not a substantial claim. 12
May combine two claims.
Study design and conductcitationThe Summer Health Professions Education Program Career Barriers Survey demonstrated sufficient internal consistency, with Cronbach α of 0.81 preprogram and 0.82 postprogram for motivator items, and 0.87 preprogram and 0.91 postprogram for barrier items.
“The SCBS demonstrated sufficient internal consistency,29 with a Cronbach α for motivator items of 0.81 for preprogram and 0.82 for postprogram; the Cronbach α for barriers was 0.87 and 0.91 for postprogram barriers.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [29] McCrae RR, Kurtz JE, Yamagata S, Terracciano A. Internal consistency, retest reliability, and their implications for personality scale validity. Pers Soc Psychol Rev. 2011; 15(1): 28- 50. doi: 10.1177/1088868310366253 20435807 PMC2927808 source
In “Coefficient Alpha and Retest Reliability in Contemporary Research” (page unavailable), the paper identifies Cronbach’s alpha as a measure of internal consistency, supporting its use to describe the survey results. It does not study the SCBS or report the stated preprogram and postprogram values, and it cautions against treating alpha alone as sufficient evidence of reliability. (LLM, conf=0.84)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAn increase in diverse population representation among health care professionals is crucial to promote patient-physician relationships with high satisfaction.
“Although an increase in diverse population representation among health care professionals is crucial to promote patient-physician relationships with high satisfaction,5”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [5] Shaw NM, Hills N, Holler J,. The impact of patient-physician racial and gender concordance on patient satisfaction with outpatient clinic visits. J Racial Ethn Health Disparities. Published online June 21, 2023. doi: 10.1007/s40615-023-01676-5 37341950 source
The Conclusion reports that racial concordance is a strong predictor of patient satisfaction, which supports a link between physician diversity and satisfaction in some patient–physician relationships. But the paper does not establish that increasing workforce diversity is crucial to improving satisfaction; it also reports that physicians of color can receive lower scores even in racially concordant pairs. (LLM, conf=0.86)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationOther positive impacts of pathway programs include improvements to participants' academic and research knowledge, skills, and self-efficacy.
“Other positive impacts of pathway programs include improvements to participants’ academic and research knowledge, skills, and self-efficacy.17,18,19”
Quote in the paperNot a substantial claim1 of 3 sources checked- cites [17] Jain D, Lucero I, Bernal S, Herrera A, Solorzano D. Developing transfer pride: an exploration of critical race pedagogy and the summer transfer enrichment program. Community Coll Rev. 2017; 45(3): 171- 189. doi: 10.1177/0091552117716771 source
- cites [18] Salto LM, Riggs ML, Delgado De Leon D, Casiano CA, De Leon M. Underrepresented minority high school and college students report STEM-pipeline sustaining gains after participating in the Loma Linda University Summer Health Disparities Research Program. PLoS One. 2014; 9(9): e108497. doi: 10.1371/journal.pone.0108497 25250695 PMC4177228 source
- cites [19] Strayhorn TL. Bridging the pipeline: increasing underrepresented students’ preparation for college through a summer bridge program. Am Behav Sci. 2011; 55(2): 142- 159. doi: 10.1177/0002764210381871
Not checked in the free run.
May combine two claims.
PremisecitationUnderrepresented students face unique challenges when pursuing health professional careers, leading to lower achievements and opportunities.
“However, underrepresented students face unique challenges when pursuing health professional careers, leading to lower achievements and opportunities.”
Quote in the paperSubstantial claim1 of 3 sources checked- cites [11] Joseph J, Dao D, Hwang SM,. Perceptions of barriers and facilitators to becoming a medical professional among underrepresented undergraduate and postbaccalaureate learners. Mayo Clin Proc Innov Qual Outcomes. 2021; 5(2): 347- 358. doi: 10.1016/j.mayocpiqo.2021.01.003 33997634 PMC8105502
Not checked in the free run.
- cites [12] Odom KL, Roberts LM, Johnson RL, Cooper LA. Exploring obstacles to and opportunities for professional success among ethnic minority medical students. Acad Med. 2007; 82(2): 146- 153. doi: 10.1097/ACM.0b013e31802d8f2c 17264692
Not checked in the free run.
- cites [13] Teherani A, Hauer KE, Fernandez A, King TE Jr, Lucey C. How small differences in assessed clinical performance amplify to large differences in grades and awards: a cascade with serious consequences for students underrepresented in medicine. Acad Med. 2018; 93(9): 1286- 1292. doi: 10.1097/ACM.0000000000002323 29923892 source
The indexed supplemental tables (labeled Abstract; no page given) report lower average exam scores and fewer clerkship honors grades for underrepresented medical students than for other students. They do not establish that unique challenges caused those differences or document reduced career opportunities; the evidence also concerns medical students rather than all students pursuing health professions. (LLM, conf=0.83)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Findingnone givenAmerican Indian or Alaskan Native individuals are underrepresented in health care professions and are the smallest racial population in the Summer Health Professions Education Program.
“Additionally, American Indian or Alaskan Native individuals are not only underrepresented in health care professions but are also the smallest racial population in the SHPEP.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe Summer Health Professions Education Program Career Barriers Survey is an adapted version of the 24-item Perceived Barriers to Education and Career of McWhirter et al.
“This survey is an adapted version of the 24-item Perceived Barriers to Education and Career of McWhirter et al.30”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [30] McWhirter EH, Torres DM, Salgado S, Valdez M. Perceived barriers and postsecondary plans in Mexican American and White adolescents. J Career Assess. 2007; 15(1): 119- 138. doi: 10.1177/1069072706294537 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone givenThe study was approved by the University of Florida Institutional Review Board and follows the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) cohort study guideline.
“The study was approved by the University of Florida Institutional Review Board and follows the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) cohort study guideline.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone givenThe Summer Health Professions Education Program Career Barriers Survey is an anonymous survey that relies on voluntary responses.
“The SCBS is an anonymous survey that relies on voluntary responses.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationData from the 2006 to 2015 Summer Health Professions Education Program cohorts found that 64.4% of program scholars applied to dental schools; of those who applied, 69.8% enrolled and matriculated, and 60% graduated as of 2015.
“data collected from the 2006 to 2015 cohorts found that 64.4% of program scholars applied to dental schools. Of those who applied, 69.8% enrolled and matriculated, and 60% graduated as of 2015.25”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [25] American Dental Education Association. Data Trends Showcase Success of SMDEP at 2017 SHPEP Grantee Meeting. January 10, 2018. Accessed August 24, 2023. https://www.adea.org/ADEA/Blogs/Bulletin_of_Dental_Education/Data_Trends_Showcase_Success_of_SMDEP_at_2017_SHPEP_Grantee_Meeting.html
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationThe Summer Health Professions Education Program aims to prepare underrepresented students to become competitive applicants to health professional schools while diversifying the health care workforce and building a culture of health.
“The SHPEP aims to prepare underrepresented students to become competitive applicants to health professional schools while diversifying the health care workforce and building a culture of health.23,24”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [23] About SHPEP. Summer Health Professions Education Program. Accessed May 1, 2022. https://www.shpep.org/about/
Not checked in the free run.
- cites [24] Cosentino C, Speroni C, Sullivan M, Torres R. Impact Evaluation of the RWJF Summer Medical and Dental Education Program (SMDEP). Mathematica Policy Research; 2003.
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Study design and conductown dataOf the 402 total Summer Health Professions Education Program participants from 2017 to 2021, 325 completed the preprogram survey and 259 completed the postprogram survey, yielding complete data for 259 students (64% response rate).
“Of the total 402 participants during 5 years of SHPEP administration, 325 completed the preprogram survey and 259 also completed the postprogram survey, meaning data were complete for 259 students for this study (64% response rate).”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataThe Summer Health Professions Education Program has been a successful interprofessional enrichment program that promotes perceived motivators and alleviates perceived barriers to entering and succeeding in health professional school.
“Findings suggest that the SHPEP has been a successful interprofessional enrichment program that promotes perceived motivators and alleviates perceived barriers to entering and succeeding in health professional school.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationPerceived barriers and motivators are contextual factors that influence underrepresented students' pathways into the health profession and the relationship between health profession career interests and choices.
“Perceived barriers and motivators are contextual factors that influence underrepresented students’ pathways into the health profession and the relationship between health profession career interests and choices.36”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [36] Wang X. Why students choose STEM majors: Motivation, high school learning, and postsecondary context of support. Am Educ Res J. 2013; 50(5): 1081- 1121. doi: 10.3102/0002831213488622 source
May combine two claims.
PremisecitationOf the Summer Health Professions Education Program participants who remained in the health tracks, 8% were more likely to apply to dental and medical schools, and 10% were more likely to matriculate than nonparticipants in the comparison group.
“Additionally, of the participants who remained in the health tracks, 8% were more likely to apply to dental and medical schools, and 10% were more likely to matriculate than nonparticipants in the comparison group.24”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [24] Cosentino C, Speroni C, Sullivan M, Torres R. Impact Evaluation of the RWJF Summer Medical and Dental Education Program (SMDEP). Mathematica Policy Research; 2003.
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThere is a lack of alumni follow-up in the study, specifically related to previous cohorts' rates of entering graduate schools and pursuit of health careers.
“There is also a lack of alumni follow-up, specifically related to previous cohorts’ rates of entering graduate schools and pursuit of health careers.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataDespite the shift to an online format in 2020 and 2021 and a decrease in the number of scholars who completed the survey, the Summer Health Professions Education Program still had a positive impact on students and provided a supportive infrastructure during the pandemic.
“Despite a shift to an online format and a decrease in the number of scholars who completed the survey, the SHPEP still had a positive impact on students and provided a supportive infrastructure during the pandemic.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductreasoningThe number of completed Summer Health Professions Education Program Career Barriers Surveys in 2020 and 2021 was lower than in previous years, likely due to the online format of the program.
“The number of completed surveys in 2020 and 2021 was lower than the previous years (Table 1), likely due to the online format of the program.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductreasoningLow response rates in 2020 and 2021 and selection and response bias are potential limitations of the study.
“Low response rates in 2020 and 2021 and selection and response bias are potential limitations.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAnother study evaluating the Summer Health Professions Education Program administered at 3 academic health centers found that the program contributed to reduction in students' negative stereotypes for different health professionals.
“Another study evaluating the SHPEP administered at 3 AHCs found that the program contributed to reduction in students’ negative stereotypes (eg, academic ability, professional competency, and interpersonal ability) for different health professionals.26”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [26] Patel Gunaldo T, Augustus-Wallace A, Brisolara KF,. Improving stereotypes: the impact of interprofessional education in pre-health students. J Interprof Care. 2021; 35(5): 794- 798. doi: 10.1080/13561820.2020.1806218 32838602 source
May combine two claims.
PremisecitationSummer programs demonstrate high rates of matriculation and graduation from medical schools.
“Summer programs also demonstrate high rates of matriculation and graduation from medical schools.22”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [22] Wilson-Anstey EA. Effectiveness of the Travelers Summer Research Fellowship Program in Preparing Premedical Students for a Career in Medicine [dissertation]. Ralph C. Wilson, Jr. School of Education St. John Fisher College; 2016.
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe 2003 Institute of Medicine's report identified increasing the number of underrepresented health professionals as a possible key strategy to eliminate health disparities.
“The report identified increasing the number of underrepresented health professionals as a possible key strategy to eliminate health disparities.10”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [10] Nelson A. Unequal treatment: confronting racial and ethnic disparities in health care. J Natl Med Assoc. 2002; 94(8): 666- 668. 12152921 PMC2594273 source
May combine two claims.
PremisecitationThe 2003 Institute of Medicine's study documented lower health care quality and higher rates of illness, disability, and premature deaths among underrepresented populations in the US.
“The 2003 Institute of Medicine’s landmark study, “Unequal Treatment,”10 documented lower health care quality and higher rates of illness, disability, and premature deaths among underrepresented populations in the US.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [10] Nelson A. Unequal treatment: confronting racial and ethnic disparities in health care. J Natl Med Assoc. 2002; 94(8): 666- 668. 12152921 PMC2594273 source
The paper relies on this without support.
Few programs focus on interprofessional education for undergraduate students in prehealth tracks.
“Few programs focus on interprofessional education for undergraduate students in prehealth tracks.”
The paper relies on this without support.
Limited literature evaluates the Summer Health Professions Education Program’s or other enrichment programs’ influence on perceived barriers and motivators to enter health professional schools.
“Limited literature also evaluates the SHPEP’s or other enrichment programs’ influence on perceived barriers and motivators to enter health professional schools.”
The paper relies on this without support.
Summer enrichment programs such as the Summer Health Professions Education Program are key to diversifying the health professions and likely contribute to a reduction in health disparities among underrepresented populations.
“Summer enrichment programs such as the SHPEP have been recognized as key to diversifying the health professions, likely contributing to a reduction in health disparities among underrepresented populations.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
SHPEP offered workshops and seminars on financial literacy and was the only program to emphasize personal finance.
“Notably, SHPEP offered workshops and seminars on financial literacy and was the only program to emphasize personal finance [27].”
From Efficacy of Early Exposure Medical Programs for Underrepresented Students: A Systematic Review (2026) · cites this paper as [27]
The Methods section (“Workshops and Seminars”) says SHPEP workshops and seminars include financial literacy. The paper does not establish that SHPEP was the only program to emphasize personal finance. (LLM, conf=0.88)
Experimental — accuracy not yet measuredDue to socioeconomic barriers faced by underrepresented, first-generation, and low-income groups, access to educational and financial resources, loan and scholarship opportunities, and understanding of personal finance are critical.
“Due to socioeconomic barriers faced by underrepresented, first-generation, and low-income groups, access to educational and financial resources, loan and scholarship opportunities, and understanding of personal finance are critical [27].”
From Efficacy of Early Exposure Medical Programs for Underrepresented Students: A Systematic Review (2026) · cites this paper as [27]
The Introduction identifies low socioeconomic status and attendance at institutions with limited resources as challenges for underrepresented students. The Methods describe academic enrichment and financial-literacy education as ways the program helps students prepare for health-professional school. However, the passages do not address access to loans or scholarships, or establish the full claim for first-generation and low-income groups specifically (searched: loans, scholarships, financial resources). (LLM, conf=0.85)
Experimental — accuracy not yet measuredSHPEP demonstrates the role of such programs in exposing students to professions such as dentistry, pharmacy, and public health, enabling them to consider multiple career paths and make informed decisions.
“SHPEP demonstrates the role of such programs in exposing students to professions such as dentistry, pharmacy, and public health, enabling them to consider multiple career paths and make informed decisions [27].”
From Efficacy of Early Exposure Medical Programs for Underrepresented Students: A Systematic Review (2026) · cites this paper as [27]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
2019 percentage for students with less than 1 year of college is misstated
MinorNine of the 22 students in this category were in the 2019 cohort, or approximately 40.9%, not 40.1%.
Reported 40.1 · recomputed 40.909091
“| <1 | 0 | 10 (45.5) | 9 (40.1) | 0 | 3 (13.6) | 22 (6.8) |”
First-generation counts by year do not match the reported total
MinorThe five yearly counts of first-generation college students sum to 206, not the reported 226.
Reported 226 · recomputed 206
“| First-generation college student | 40 (50.6) | 49 (53.3) | 50 (77) | 42 (73.7) | 25 (78.1) | 226 (69.5) |”
College-type percentage does not match its category total
MinorTable 2 reports 51 public-college respondents in 2017 and 206 across all years. The 2017 share is approximately 24.8%, not 21.3%; the other college-type rows also contain percentages inconsistent with their category totals.
Reported 21.3 · recomputed 24.757282
“| Public college or university | 51 (21.3) | 58 (24.1) | 41 (17.1) | 33 (13.4) | 23 (9.6) | 206 (63.4) |”
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CLARION: A Novel Interprofessional Approach to Health Care Education
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Dreams Realized: A Long-Term Program Evaluation of Three Summer Diversity Pipeline Programs
Stephenson-Hunter, C., Strelnick, A. H., Rodriguez, N., Stumpf, L. A., Spano, H., & Gonzalez, C. M. (2021) · Health Equity · doi:10.1089/heq.2020.0126 · Cited by 28 · see citing works
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Shaw, N. M., Hills, N., Holler, J., Fernandez, A., Davis, D., Palmer, N. R., Sliwka, D., & Breyer, B. N. (2024) · Journal of Racial and Ethnic Health Disparities · doi:10.1007/s40615-023-01676-5 · Cited by 17 · see citing works
Improving stereotypes: The impact of interprofessional education in pre-health students
Patel Gunaldo, T., Augustus-Wallace, A., Brisolara, K. F., Hicks, M. N., Mercante, D. E., Synco, T., Zorek, J. A., & Schilling, D. (2021) · Journal of Interprofessional Care · doi:10.1080/13561820.2020.1806218 · Cited by 14 · see citing works
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Key, K. (2020) · Journal of African American Studies · doi:10.1007/s12111-020-09473-8 · Cited by 7 · see citing works
Interprofessional education in an enrichment programme for prospective health sciences students
Dumke, E. K., VanderWielen, L. M., Harris, K. A., & Ford-Smith, C. D. (2016) · Journal of Interprofessional Care · doi:10.3109/13561820.2015.1089224 · Cited by 5 · see citing works
Impact Evaluation of the RWJF Summer Medical and Dental Education Program (SMDEP)Preprint
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Flagged first, then by citations
2 of the 30 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- Colby, 2015, Projections of the Size and Composition of the U.S. Population: 2014 to 2060
Cited by
Sorted by citations
Paradigm shift: outcomes from a physician-scientist undergraduate pathway program
Jones, A. C., McCaw, T. R., Seay, R. L., Sims, B., & Lorenz, R. G. (2025) · BMC Medical Education · doi:10.1186/s12909-025-06831-6 · Cited by 3 · see citing works
Amiri, L., & Ross, W. R. (2024) · JAMA Network Open · doi:10.1001/jamanetworkopen.2023.52426 · Cited by 1 · see citing works
A call to action: Time for dental education to revisit advances in the 21st century
Formicola, A. J., & Tedesco, L. A. (2024) · Journal of Dental Education · doi:10.1002/jdd.13808
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Gupta, M. S., Lu, B., Young, A., Finks, J. F., & Sandhu, G. (2026) · Health Equity · doi:10.1177/24731242261435335
Efficacy of Early Exposure Medical Programs for Underrepresented Students: A Systematic Review
Jaganathan, N., Guntaka, R., Goel, V., Odo, N., Sun, Z., & Arthur, M. E. (2026) · Cureus · doi:10.7759/cureus.109396
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- Authors
- Xirau-Probert, P., Lai, T., Black, E., Fanfan, D., Blue, A., Rush, C. C., Powers, R., & Stacciarini, J.-M. R.
- Affiliations
- University of Florida (US)
- Corresponding author
- Stacciarini, Jeanne-Marie R.
- Venue
- JAMA Network Open
- Publisher
- American Medical Association (AMA)
- Published
- 2024-01-26
- Volume
- 7
- Issue
- 1
- Pages
- e2352440
- ISSN
- 2574-3805 (ISSN-L)
- PMC
- PMC10818219
- OpenAlex
- W4391263529
- Cited by
- 8
- References
- 30
- Citations by year
- 2026: 4 · 2025: 2 · 2024: 2
- FWCI
- 5.87
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- JAMA Network Open (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Gender Studies › Diversity and Career in Medicine
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Medical Education and Admissions
- Social Sciences › Safety Research › Career Development and Diversity
- Keywords
- health professions students, perceived barriers, career barriers, first-generation college students, minority students, academic medical centers, women in medicine, mentoring, academic support
- MeSH terms
- Female, Health Occupations, Health Personnel, Humans, Male, Students, Cohort Studies, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-11-03.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-11-03.
Cited sources are checked by gpt-6-sol.
Statistics and arithmetic are recomputed, not judged.
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