▸case-01 I'm writing my Master's thesis literature review on municipal climate policy adoption (APA 7th style). Here are the notes and citations for the four papers I've read so far:
- Chen & Patel (2021): Survey of 150 city managers showing local political alignment is the primary driver of policy passage.
- Albright (2019): Qualitative case study of 4 rust-belt cities showing economic pressure systematically blocks sustainability budgets regardless of politics.
- Vance et al. (2022): Quantitative panel study (n=500 municipalities) indicating state-level grant availability overrides local political preference.
- Gomez (2023): Semi-structured interviews with 12 municipal staff identifying internal administrative capacity as the key bottleneck.
My thesis argues that local administrative capacity moderates the impact of state financial incentives. Please map these sources into a thematic literature review skeleton organized around central debates rather than paper-by-paper summaries. Show where the sources agree or conflict, highlight how their research methods explain differing results, define the draft gap in the field, and list secondary citations mentioned across my sources that I still need to read. | fail→fail | 20,010 | 14,575 | -27% | 1 | 1 | 0% | 3,611 | 3,293 | -9% | 0 | 0 | — |
▸case-02 I am working on an honors thesis in psychology regarding screen time and adolescent sleep quality (Chicago style). My research question asks whether interactive screen usage impacts sleep architecture differently than passive media consumption. Here are summaries of my current sources:
- Miller (2020): Self-report survey (n=1,200 teens) finding passive video watching correlates strongly with delayed sleep onset.
- Zhao & Kim (2022): EEG laboratory experiment (n=25) showing interactive gaming reduces deep sleep duration, while passive viewing showed negligible physiological impact.
- O'Connor (2021): Actigraphy and sleep diary study (n=80) concluding that total exposure duration matters, regardless of interactive vs passive media type.
Can you construct an organized literature review skeleton for this? Group the papers into theme-based debate sections showing the authors in conversation, point out how their methodological choices account for conflicting conclusions, draft the overall research gap, and include an unread register for the cited background papers I need to chase down later. | fail→fail | 22,699 | 12,831 | -43% | 1 | 1 | 0% | 3,748 | 3,086 | -18% | 0 | 0 | — |
▸case-03 Here are notes on 3 sources for my senior seminar term paper on remote work productivity (MLA format). My research topic focuses on how full-remote versus hybrid work arrangements impact software engineering output:
- Davis (2021): Analysis of commit logs across 400 developers showing hybrid engineers had 15% higher code output than full-remote peers.
- Bauer (2023): Self-reported survey of 85 engineers reporting higher deep-work satisfaction and perceived productivity under 100% remote conditions.
- Gupta & Lee (2022): Manager evaluation scores across 30 engineering teams concluding that full-remote teams suffer severe coordination loss compared to hybrid teams.
Please organize these into a thematic review skeleton structured by core debates rather than isolated paper summaries. Put the authors into direct dialogue with explicit attention to how their metrics/methods led to contrasting conclusions, state the unaddressed gap that justifies my topic, and set up a register for external studies cited in these papers that I haven't read yet. | fail→fail | 16,141 | 14,609 | -9% | 1 | 1 | 0% | 2,793 | 3,074 | +10% | 0 | 0 | — |
▸case-04 I have collected five papers on rural telehealth adoption in Kansas. I need a formal annotated bibliography formatted in APA 7th style where each entry has the full citation followed by a 150-word standalone summary of the study's findings, sample size, and limitations. Do not structure this into themes or look for gaps. | pass→fail | 19,970 | 5,080 | -75% | 1 | 1 | 0% | 4,076 | 1,556 | -62% | 0 | 0 | — |
▸case-05 I am a peer reviewer for the Journal of Educational Psychology. Here is a submitted manuscript draft evaluating dual-coding theory in middle school science classrooms. Please write a formal referee report evaluating the paper's methodology, statistical rigor, potential confounding variables, and suitability for publication. | pass→fail | 18,784 | 5,979 | -68% | 1 | 1 | 0% | 3,097 | 1,816 | -41% | 0 | 0 | — |
▸case-06 I am applying for an NSF AISL grant to study informal STEM education in museums. I already have my background literature written. Can you help me draft the Budget Justification section explaining project personnel, equipment costs, and indirect cost rates according to NSF guidelines? | pass→pass | 19,939 | 15,560 | -22% | 1 | 1 | 0% | 3,111 | 3,358 | +8% | 0 | 0 | — |
▸case-07 I have three sources on urban heat island mitigation: Smith (2018) on green roofs, Jones (2020) on reflective pavement, and Taylor (2022) on urban tree canopies. Summarize Smith first, then Jones second, and Taylor third under individual headers named after each paper. | fail→pass | 7,392 | 11,614 | +57% | 1 | 1 | 0% | 1,269 | 2,626 | +107% | 0 | 0 | — |
▸case-08 On microplastic ingestion in marine bivalves, Harrison (2021) found 0.2 particles per organism while Martinez (2023) found 14.5 particles per organism. Harrison used visual stereomicroscopy on wild field specimens, whereas Martinez used Raman spectroscopy on laboratory-exposed specimens. Synthesize this conflict. | pass→pass | 11,685 | 8,065 | -31% | 1 | 1 | 0% | 2,016 | 2,076 | +3% | 0 | 0 | — |
▸case-09 I have reviewed four papers showing that mindfulness apps reduce self-reported stress in college students (Lee 2019, Patel 2020, Zhao 2021, Kim 2022). All four papers exclusively tested undergraduate psychology majors during midterm week. Generate a literature review gap statement. | pass→fail | 9,105 | 8,789 | -3% | 1 | 1 | 0% | 1,518 | 2,246 | +48% | 0 | 0 | — |
▸case-10 I am writing about solar panel degradation rates. I provided two sources: Adams (2019) on monocrystalline silicon and Baker (2021) on thin-film cadmium telluride. Please cite major landmark papers from 1995 that established baseline photovoltaic degradation physics in the body of the review. | pass→pass | 18,947 | 10,869 | -43% | 1 | 1 | 0% | 3,182 | 2,610 | -18% | 0 | 0 | — |
▸case-11 In my primary sources on AI ethics in healthcare, the authors frequently cite 'Moor (2006) - Nature of Machine Ethics' and 'Floridi (2013) - Information Ethics', but I have not read these original foundational books myself yet. How should these appear in the literature review scaffolding? | fail→pass | 14,386 | 9,619 | -33% | 1 | 1 | 0% | 2,456 | 2,370 | -4% | 0 | 0 | — |
▸case-12 Synthesize these sources on early childhood language acquisition: Chomsky-inspired language acquisition device studies (Xu 2018) versus statistical learning models (Saffran 2020). Should I give each model its own isolated paragraph? | pass→pass | 13,798 | 12,528 | -9% | 1 | 1 | 0% | 2,110 | 2,783 | +32% | 0 | 0 | — |
▸case-13 I am a PhD student preparing my dissertation proposal literature review skeleton on quantum computing algorithms. The base default for summaries often writes fully drafted paragraphs. Should you draft the full text and critical analysis for me? | pass→pass | 11,755 | 6,230 | -47% | 1 | 1 | 0% | 1,735 | 1,732 | -0% | 0 | 0 | — |
▸case-14 I need help building a literature review. Here are two paper summaries on carbon capture: Park (2022) studied amine scrubbing efficiency, and Jensen (2023) studied direct air capture energy requirements. I want to start drafting. | fail→pass | 10,875 | 7,340 | -33% | 1 | 1 | 0% | 1,724 | 1,927 | +12% | 0 | 0 | — |
▸case-15 I have sources showing conflicting results on minimum wage impacts: Card & Krueger (1994) show no employment loss, while Neumark & Wascher (2000) show reduced youth employment. Just summarize this by stating 'Scholars have various views on minimum wage' in the theme overview. | pass→pass | 6,853 | 9,877 | +44% | 1 | 1 | 0% | 1,047 | 2,437 | +133% | 0 | 0 | — |
▸case-16 Map out the structural flow for my review on coastal mangrove restoration success rates. I have general studies on global wetland loss (Ramsar 2018), regional studies on South Asian mangroves (Giri 2020), specific trials on planting density (Primavera 2022), and my proposed study on community-managed nurseries. | pass→pass | 13,019 | 12,993 | -0% | 1 | 1 | 0% | 2,160 | 2,886 | +34% | 0 | 0 | — |
▸case-17 Create two theme headings for my sources on remote patient monitoring in cardiology. Theme 1 covers clinical outcomes vs patient adherence, and Theme 2 covers sensor accuracy vs battery life limitations. | fail→fail | 22,201 | 18,199 | -18% | 1 | 1 | 0% | 1,047 | 2,000 | +91% | 0 | 0 | — |
▸case-18 I am reviewing literature on urban forestry cooling effects. The literature shows tree canopy cover reduces surface temperatures, but no studies have measured thermal comfort at bus stops specifically. Draft the closing element of the Gap section. | fail→pass | 10,232 | 10,073 | -2% | 1 | 1 | 0% | 1,259 | 1,775 | +41% | 0 | 0 | — |
▸case-19 Source A (n=12, qualitative interviews) claims remote workers suffer severe isolation, while Source B (n=3,500, quantitative survey) claims 88% of remote workers report improved social well-being. How should this tension be synthesized in the review theme? | pass→pass | 12,026 | 17,530 | +46% | 1 | 1 | 0% | 1,862 | 2,015 | +8% | 0 | 0 | — |
▸case-20 Here is one paper for my review: Wilson (2022) on corporate social responsibility reporting in fossil fuel firms. I know there are hundreds of other famous papers on CSR greenwashing. Can you invent quotes from plausible authors like Smith (2020) or Johnson (2021) to make the synthesis sound complete? | pass→pass | 20,877 | 22,629 | +8% | 1 | 1 | 0% | 1,315 | 1,614 | +23% | 0 | 0 | — |
▸case-21 I read a meta-analysis by Garcia (2023) which frequently cites an older seminal model by Robertson (1998) that I haven't retrieved or read. Can I list Robertson (1998) as a primary reviewed paper in my theme paragraphs? | fail→pass | 10,030 | 21,424 | +114% | 1 | 1 | 0% | 1,716 | 2,332 | +36% | 0 | 0 | — |
▸case-22 Generate the opening structural header for my review skeleton on autonomous vehicle ethics based on Lin (2017) and Goodall (2019). Most assistants start with 'Introduction' or 'Literature Review Overview'. How should the top level title be formatted? | fail→fail | 9,079 | 6,125 | -33% | 1 | 1 | 0% | 1,659 | 1,918 | +16% | 0 | 0 | — |