Used LLMs to classify the 173 abstracts. # LLM evaluations: claims of novelty & use of uncertainty/hedging - used 2 LLMs to evaluate each abstract, then average the two LLM ratings ![[1753737602.png]] # overall research questions/themes - used one LLM to summarize main research question - prompt: What is the main research question? - then used topic modeling and clustering to identify overall themes identified 13 themes (see table below) - theme description shown below table (probably too broad to be useful? not sure...) ```r theme n_papers perc_papers <int> <int> <num> 1: -1 29 16.763006 # these don't belong to any theme 2: 0 25 14.450867 3: 1 15 8.670520 4: 2 14 8.092486 5: 5 12 6.936416 6: 4 12 6.936416 7: 3 12 6.936416 8: 6 11 6.358382 9: 7 9 5.202312 10: 8 8 4.624277 11: 9 7 4.046243 12: 10 7 4.046243 13: 11 6 3.468208 14: 12 6 3.468208 ``` - **theme 0:** How do perceptions of profit, self-interest, and contextual framing shape individuals’ moral reasoning, fairness judgments, and economic decision-making in social and experimental settings? - **theme 1:** How do language minority status, bilingualism, socioeconomic factors, and neighborhood disadvantage interact to influence English reading achievement and behavioral development trajectories among elementary school children in the U.S.? - **theme 2:** How do learned experience, linguistic factors, and individual cognitive or affective traits interact to shape perceptual representations, attentional mechanisms, and the learnability of complex hierarchical structures in humans? - **theme 3:** How do electoral systems, local conflict dynamics, and candidate strategies shape patterns of electoral manipulation, party system structure, and the alignment between voter preferences and elected representatives in diverse political environments? - **theme 4:** How do consumer motivations, self-concept, and contextual or material factors interact with marketing practices and product cues to shape perceptions, decision fatigue, preferences, and the desirability of products, including counterfeit goods? - **theme 5:** How do health behaviors, social factors, and psychosocial processes interact with individual characteristics—such as sexual orientation, substance use, and cultural context—to shape mental and physical health outcomes across diverse populations? - **theme 6:** How do family structure, socio-economic context, and cultural or demographic factors shape union formation, marital transitions, and household dynamics, and what are the implications for individual health and gendered household labor across societies and over time? - **theme 7:** How do various market frictions—including margin requirements, funding constraints, short-sale impediments, and risks related to cash flow and volatility—affect cross-sectional differences and predictability in asset prices and stock returns, particularly during periods of financial stress or heightened investor sentiment? - **theme 8:** How do individual differences in motivation, executive function, and self-efficacy interact with contextual factors and psychological states (such as mortality salience and mental contrasting) to shape cognitive effort, creative behavior, and moral decision-making? - **theme 9:** How do racial and intersecting social identities shape detection, perception, evaluation, and implicit attitudes within psychological and societal contexts, particularly regarding underidentification, prejudice, stereotype influence, and intergroup favoritism? - **theme 10:** How do individual differences in traits such as optimism and narcissism, as well as perceptions of social support and ideal partner matching, interact to influence psychological well-being and romantic relationship outcomes? - **theme 11:** How do individual differences (such as family structure, age, psychological resilience) and non-work factors (e.g., after-work activities, recovery experiences, work desires) shape employees’ work absorption, affective states, and preferences for job features across different professional contexts? - **theme 12:** How do immigration, economic integration, and external financial influences shape public attitudes toward redistribution, welfare policies, and political trust in Europe and its neighboring regions, considering mediating factors like perceived threat, political mobilization, and historical context? # LLM categorizing/clustering - used two LLMs to generate labels within each category (5 different ones - see 5 sections below) - consolidate labels within each category - for each category, two LLMs to label whether each label was relevant to the abstract ## discipline prompt: What is the academic field/discipline? (e.g., psychology, sociology, physics, political science, etc.) ![[1753736815.png]] ## subdiscipline prompt: What is the academic subfield/subdiscipline? (e.g., cognitive psychology, American history, condensed matter physics, etc.) ![[1753736901.png]] ## method/technique prompt: What statistical techniques or analytic approaches are used? ![[1753736998.png]] ## measures/outcomes prompt: What are the key measures/instruments/outcome measures? ![[1753737057.png]] ## theory/frameworks/paradigms prompt: What are the main theoretical frameworks/paradigms being cited? ![[1753737120.png]]