ArticleCBE life sciences education2023
"I don't Know what I Would do Without it" How Life Science Graduate Students Describe Resource Value.
Article in CBE life sciences education, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
2 citing papers in PubMed, 5 citations in OpenAlex.
- Resource Use in Introductory Biology: Evaluating Latent Patterns, Demographic Covariates, and Effects on Final Course Grade.CBE life sciences education · 2026Article
- Student Perceptions on the Value of an Ideologically Aware Curriculum.CBE life sciences education · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Graduate students often face choices about which resources to use to help them succeed in their programs. These choices likely differ among students, in part, due to different perceptions of resource value. However, little is known about why particular resources might be considered highly valuable to students, thus driving choice. Utilizing expectancy-value theory for help sources as our theoretical framework, this qualitative study explored life science (LS) graduate students' top three resource choices, their explanations about why they made those choices, and whether students' perceptions of value differed among resources and across demographic groups. We addressed two research questions: 1) What resources do LS graduate students consider to be the most important? 2) What drives LS graduate students' perceptions of resource value? Many participants indicated that 'advisor' and 'academic stipend' were most important. Student perceptions of value were driven by their perceptions of which needs resources fulfilled, such as basic needs, academic help, or support. Participants' top resource choices and underlying values of those resources did not differ among demographic groups. We propose a model for understanding graduate student resource choice that may inform future work on student outcomes.
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.