Perceived Challenges in Primary Literature in a Master’s Class: Effects of Experience and Instruction
Open accessAbstract
Primary literature offers rich opportunities to teach students how to “think like a scientist,” but the challenges students face when they attempt to read research articles are not well understood. Here, we present an analysis of what master’s students perceive as the most challenging aspects of engaging with primary literature. We examined 69 pairs of pre- and postcourse responses from students enrolled in a master’s-level course that offered a structured analysis of primary literature. On the basis of these responses, we identified six categories of challenges. Before instruction, “techniques” and “experimental data” were the most frequently identified categories of challenges. The majority of difficulties students perceived in the primary literature corresponded to Bloom’s lower-order cognitive skills. After instruction, “conclusions” were identified as the most difficult aspect of primary literature, and the frequency of challenges that corresponded to higher-order cognitive skills increased significantly among students who reported less experience with primary literature. These changes are consistent with a more competent perception of the primary literature, in which these students increasingly focus on challenges requiring critical thinking. Students’ difficulties identified here can inform the design of instructional approaches aimed to teach students how to critically read scientific papers.
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Master's students in biology may have relatively low self-efficacy in some of the skills needed to read PSL.
“other studies identified that master’s students in biology report having similar challenges as undergraduates in comprehending the experiments, figures, and language used in PSL, and may also have relatively low self-efficacy in some of the skills needed to read PSL (Abdullah et al., 2015; Lie et al., 2016; Hubbard and Dunbar, 2017).”
From Reading Primary Scientific Literature: Approaches for Teaching Students in the Undergraduate STEM Classroom (2023) · cites this paper as Lie et al., 2016
The Methods (Surveys; page unavailable) say the master’s students were asked about self-efficacy in skills related to primary literature. The Results (What Do the Students Perceive as the Most Difficult Aspects of Primary Literature?; page unavailable) document perceived difficulties with techniques and interpreting data, but the passages found do not report self-efficacy levels or establish that they were relatively low. (LLM, conf=0.78)
Experimental — accuracy not yet measuredGiven their unfamiliarity with concepts and jargon, students largely rely on superficial processing strategies that lead to poorly formed mental frameworks of the concepts of the paper.
“Given their unfamiliarity with such concepts and jargon, students largely rely on “superficial processing strategies” that lead to poorly formed mental frameworks of the concepts of the paper (Brill et al., 2004; Lie et al., 2016; Hubbard, 2021).”
From Reading Primary Scientific Literature: Approaches for Teaching Students in the Undergraduate STEM Classroom (2023) · cites this paper as Lie et al., 2016
The Discussion reports that students struggled with unfamiliar background and jargon, and its “Gradual Acquisition of Competency” section describes less knowledgeable readers using primarily superficial strategies such as rereading. It does not say that those strategies lead to poorly formed mental frameworks of a paper’s concepts; that causal outcome is not supported by this source. (LLM, conf=0.85)
Experimental — accuracy not yet measuredMany students report that reading PSL can be difficult and frustrating, which may in turn dissuade faculty from continuing to teach PSL.
“For instance, many students report that reading such papers can be difficult and frustrating, which may in turn dissuade faculty from continuing to teach PSL (Hubbard and Dunbar, 2017; Lie et al., 2016; Howard et al., 2021).”
From Reading Primary Scientific Literature: Approaches for Teaching Students in the Undergraduate STEM Classroom (2023) · cites this paper as Lie et al., 2016
The Results report that students in the master’s class identified substantial difficulties reading primary literature, including unfamiliar techniques and trouble interpreting data. The cited paper does not establish that those difficulties were frustrating or that they might dissuade faculty from continuing to teach primary scientific literature. (LLM, conf=0.86)
Experimental — accuracy not yet measuredInexperienced readers find the language of scientific papers challenging, and relative low levels of prior knowledge acts as a barrier to comprehension.
“Inexperienced readers find the language of scientific papers challenging [23], and relative low levels of prior knowledge acts as a barrier to comprehension [26,27].”
From Perceptions of scientific research literature and strategies for reading papers depend on academic career stage (2017) · cites this paper as [23]
Previous studies and our interactions with both students and colleagues suggest that background knowledge, terminology, generic attributes of scientific papers and unfamiliar techniques are the most challenging aspects of papers for inexperienced readers.
“Although we did not explore the specific causes of these frustrations in greater detail, previous studies and our interactions with both students and colleagues suggest that background knowledge, terminology, generic attributes of scientific papers and unfamiliar techniques are the most challenging aspects of papers for inexperienced readers [23].”
From Perceptions of scientific research literature and strategies for reading papers depend on academic career stage (2017) · cites this paper as [23]
One study of literature use amongst Masters level students proposed a scheme based on Models of Domain Learning whereby there is a continual acquisition of scientific processing skills, with individuals moving from an initial 'acclimation' phase, through to 'competency' and to eventual 'proficiency' in use of the literature.
“One study of literature use amongst Masters level students proposed a scheme based on Models of Domain Learning [23–25] whereby there is a continual acquisition of scientific processing skills, with individuals moving from an initial ‘acclimation’ phase, through to ‘competency’ and to eventual ‘proficiency’ in use of the literature [23–25].”
From Perceptions of scientific research literature and strategies for reading papers depend on academic career stage (2017) · cites this paper as [23]
Master's students in biology report having similar challenges as undergraduates in comprehending the experiments, figures, and language used in PSL.
“other studies identified that master’s students in biology report having similar challenges as undergraduates in comprehending the experiments, figures, and language used in PSL, and may also have relatively low self-efficacy in some of the skills needed to read PSL (Abdullah et al., 2015; Lie et al., 2016; Hubbard and Dunbar, 2017).”
From Reading Primary Scientific Literature: Approaches for Teaching Students in the Undergraduate STEM Classroom (2023) · cites this paper as Lie et al., 2016
Several theoretical frameworks explain how students develop skills to read PSL, including Alexander's model of domain learning (MDL).
“Several theoretical frameworks explain how students develop skills to read PSL, including Alexander’s model of domain learning (MDL; Lie et al., 2016; Hubbard and Dunbar, 2017; Hubbard, 2021).”
From Reading Primary Scientific Literature: Approaches for Teaching Students in the Undergraduate STEM Classroom (2023) · cites this paper as Lie et al., 2016
Many students may find reading PSL challenging.
“many students may find such an endeavor challenging (Lie et al., 2016; Hubbard and Dunbar, 2017; Hubbard et al., 2022).”
From Reading Primary Scientific Literature: Approaches for Teaching Students in the Undergraduate STEM Classroom (2023) · cites this paper as Lie et al., 2016
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Cites
The Measurement of Observer Agreement for Categorical Data
Landis, J. R., & Koch, G. G. (1977) · Biometrics · doi:10.2307/2529310 · Cited by 81,148 · cited 2× · see citing works
“…for determining Bloom’s levels of the challenges was 0.65 (substantial agreement), while the interrater reliability for lower-order cognitive skills (LOCS) versus higher-order cognitive skills (HOCS) rating of challenges was 0.74 (substantial agreement as defined in Landis and Koch, 1977).”
BackgroundInfluentialBasics of Qualitative Research (3rd ed.): Techniques and Procedures for Developing Grounded Theory
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“Our analysis was aligned with grounded theory: we examined students’ responses, seeking to describe all challenges identified by the students, as opposed to approaching the data with preconceived hypotheses about the nature of these challenges (Corbin and Strauss, 2008; Andrews et al., 2012).”
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“This prompted us to re-examine our data and, where appropriate, to identify the level of Bloom’s taxonomy that corresponded to each challenge (Bloom et al., 1956; Anderson et al., 2001).”
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“Gradual Acquisition of Competency in Reading Primary Literature The model of domain learning (Alexander et al., 1997; Alexander and Jetton, 2000; Alexander, 2003) provides a useful perspective on the changes in students’ perceptions of the primary literature.”
BackgroundMethodBiology in Bloom: Implementing Bloom's Taxonomy to Enhance Student Learning in Biology
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“Identification of the Bloom’s cognitive levels of the challenges was based on the published descriptions of the cognitive activities associated with each of the Bloom’s levels (Bloom et al., 1956; Anderson et al., 2001; Crowe et al., 2008).”
MethodAcademic Language and the Challenge of Reading for Learning About Science
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“…barriers to the primary literature are the unique characteristics of scientific texts: their high informational content, discipline-specific jargon, and the formal writing style that differs from textbooks or informal texts that students often find online (Gehring and Eastman, 2008; Snow, 2010).”
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“Gradual Acquisition of Competency in Reading Primary Literature The model of domain learning (Alexander et al., 1997; Alexander and Jetton, 2000; Alexander, 2003) provides a useful perspective on the changes in students’ perceptions of the primary literature.”
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“Initial interrater reliability for determining Bloom’s levels of the challenges was 0.65 (substantial agreement), while the interrater reliability for lower-order cognitive skills (LOCS) versus higher-order cognitive skills (HOCS) rating of challenges was 0.74 (substantial agreement as defined in Landis and Koch, 1977…”
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“…aspects of students’ academic self-efficacy, such as being able to understand scientific articles, science literacy, and their sense of belonging to the scientific community (Kozeracki et al., 2006; Hoskins et al., 2011; Gottesman and Hoskins, 2013; Van Lacum et al., 2014; Abdullah et al., 2015).”
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“Gradual Acquisition of Competency in Reading Primary Literature The model of domain learning (Alexander et al., 1997; Alexander and Jetton, 2000; Alexander, 2003) provides a useful perspective on the changes in students’ perceptions of the primary literature.”
BackgroundMethodKozeracki, C. A., Carey, M. F., Colicelli, J., & Levis-Fitzgerald, M. (2006) · CBE—Life Sciences Education · doi:10.1187/cbe.06-02-0144 · Cited by 124 · cited 2× · see citing works
“…aspects of students’ academic self-efficacy, such as being able to understand scientific articles, science literacy, and their sense of belonging to the scientific community (Kozeracki et al., 2006; Hoskins et al., 2011; Gottesman and Hoskins, 2013; Van Lacum et al., 2014; Abdullah et al., 2015).”
BackgroundGottesman, A. J., & Hoskins, S. G. (2013) · CBE—Life Sciences Education · doi:10.1187/cbe.12-11-0201 · Cited by 123 · cited 14× · see citing works
“Initial interrater reliability for determining Bloom’s levels of the challenges was 0.65 (substantial agreement), while the interrater reliability for lower-order cognitive skills (LOCS) versus higher-order cognitive skills (HOCS) rating of challenges was 0.74 (substantial agreement as defined in Landis and Koch, 1977…”
BackgroundInfluentialRound, J. E., & Campbell, A. M. (2013) · CBE—Life Sciences Education · doi:10.1187/cbe.11-07-0057 · Cited by 110 · cited 1× · see citing works
“Many studies have described the use of primary literature in the classroom (e.g., Janick-Buckner, 1997; Muench, 2000; Kozeracki et al., 2006; Hoskins et al., 2007; Krontiris-Litowitz, 2013; Round and Campbell, 2013; Sato et al., 2014; Van Lacum et al., 2014; Abdullah et al., 2015).”
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“Our analysis was aligned with grounded theory: we examined students’ responses, seeking to describe all challenges identified by the students, as opposed to approaching the data with preconceived hypotheses about the nature of these challenges (Corbin and Strauss, 2008; Andrews et al., 2012).”
MethodGehring, K. M., & Eastman, D. A. (2008) · CBE—Life Sciences Education · doi:10.1187/cbe.07-10-0091 · Cited by 69 · cited 8× · see citing works
“Previous studies have presented the instructors’ perspectives on students’ difficulties with the primary literature (Gehring and Eastman, 2008; Krontiris-Litowitz, 2013; Van Lacum et al., 2014).”
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Krontiris-Litowitz, J. (2013) · Journal of Microbiology & Biology Education · doi:10.1128/jmbe.v14i1.538 · Cited by 62 · cited 8× · see citing works
“…• 15:ar77, Winter 2016 Some studies have also reported the positive effects of the use of primary literature on students’ science literacy skills (Krontiris-Litowitz, 2013), ability to critically read research articles (Van Lacum et al., 2014), and science process/critical -thinking skills…”
BackgroundMethodResultInfluentialSato, B. K., Kadandale, P., He, W., Murata, P. M. N., Latif, Y., & Warschauer, M. (2014) · CBE—Life Sciences Education · doi:10.1187/cbe.14-02-0025 · Cited by 58 · cited 3× · see citing works
“…science literacy skills (Krontiris-Litowitz, 2013), ability to critically read research articles (Van Lacum et al., 2014), and science process/critical -thinking skills (Hoskins et al., 2007; Gottesman and Hoskins, 2013; Segura-Totten and Dalman, 2013; Sato et al., 2014; Abdullah et al., 2015).”
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“Previous studies have presented the instructors’ perspectives on students’ difficulties with the primary literature (Gehring and Eastman, 2008; Krontiris-Litowitz, 2013; Van Lacum et al., 2014).”
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“A detailed description of this course is provided elsewhere (Abdullah et al., 2015).”
BackgroundResultInfluentialSelf-citationConcepts first, jargon second improves student articulation of understanding
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“Another previously recognized barrier is scientific language, due to its high informational density and its formal writing style (Samuels, 1983; Snow, 2010).”
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“…science literacy skills (Krontiris-Litowitz, 2013), ability to critically read research articles (Van Lacum et al., 2014), and science process/critical -thinking skills (Hoskins et al., 2007; Gottesman and Hoskins, 2013; Segura-Totten and Dalman, 2013; Sato et al., 2014; Abdullah et al., 2015).”
Background
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“Similarly, when master’s students were asked at the beginning of a course about their perceived difficulties with reading primary literature, they reported techniques and experimental data as challenges (Lie et al., 2016).”
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- Authors
- Lie, R., Abdullah, C., He, W., & Tour, E.
- Affiliations
- University of California San Diego (US)
- University of California, Irvine (US)
- Corresponding author
- Tour, Ella
- Venue
- CBE—Life Sciences Education
- Published
- 2016-12
- Volume
- 15
- Issue
- 4
- Pages
- ar77
- ISSN
- 1931-7913 (ISSN-L)
- PMC
- PMC5132374
- OpenAlex
- W2559138047
- Cited by
- 29
- References
- 25
- Citations by year
- 2026: 4 · 2025: 3 · 2024: 4 · 2023: 6 · 2022: 3 · 2021: 4 · 2020: 1 · 2019: 2 · 2018: 1 · 2017: 1
- FWCI
- 5.92
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- cc-by-nc-sa
- Locations
- CBE—Life Sciences Education (publishedVersion, cc-by-nc-sa)
- Europe PMC (PubMed Central) (publishedVersion, cc-by-nc-sa)
- PubMed Central (publishedVersion, cc-by-nc-sa)
- PubMed (publishedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Funders
- Directorate for Biological Sciences
- University of California, San Diego
- Topics
- Social Sciences › Education › Science Education and Pedagogy
- Social Sciences › Library and Information Sciences › Library Science and Information Literacy
- Social Sciences › Psychology › Developmental and Educational Psychology › Educational Strategies and Epistemologies
- Keywords
- primary literature, master's students, student perceptions, reading difficulties, Bloom's taxonomy, cognitive skills, critical thinking, prior experience, instructional design, science education
- MeSH terms
- Cognition, Education, Graduate, Humans, Literature, Publications, Science, Students, Teaching, Self Report
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