# The Distinction Between Self-Promotion and Bragging

The negotiation of self-presentation requires individuals to balance the necessity of communicating competence with the social risks of appearing arrogant. Impression management, a foundational concept in social psychology, posits that individuals consistently attempt to control the perceptions others form of them across various social and professional contexts [cite: 1, 2, 3]. In competitive environments—ranging from professional workplaces to digital networking platforms—this translates into an ongoing effort to maximize perceived value without violating social norms of modesty. The demarcation between confident self-promotion and bragging is not anchored in the objective magnitude of an achievement, but rather in a complex matrix of psychological attributions, linguistic framing, demographic expectations, and algorithmic mediation. 

This research report examines the precise thresholds that separate acceptable self-advocacy from penalized boasting. By synthesizing research across social psychology, computational linguistics, organizational behavior, and algorithmic management, the analysis defines the mechanisms through which audiences evaluate self-promotional speech and the variables that shift these boundaries.

## Psychological Dimensions of Pride

The motivation to share personal accomplishments stems fundamentally from the psychological experience of pride, a self-conscious emotion elicited by the evaluation of one's own achievements against social or internal standards [cite: 4, 5]. However, pride is not a monolithic construct. Behavioral science identifies a dual-facet model of pride, which serves as the psychological engine driving differing styles of self-presentation.

The distinction between confident self-promotion and bragging aligns closely with the bifurcation of pride into "authentic" and "hubristic" dimensions [cite: 4, 5, 6, 7, 8]. These two facets generate entirely different modes of social rank attainment and elicit distinct reactions from audiences. Authentic pride is derived from specific, controllable, and unstable causes, such as effort and hard work [cite: 4, 5]. It is centered on the evaluation of *doing*. Consequently, self-promotion driven by authentic pride tends to focus on the process, the effort expended, and the specific behavioral metrics of an achievement. Individuals who exhibit authentic pride demonstrate higher implicit and explicit self-esteem, greater conscientiousness, and a propensity toward prosocial behavior [cite: 5, 7, 8]. In group settings, authentic pride facilitates the attainment of "prestige"—a form of social rank based on earned respect and the sharing of expertise [cite: 5, 7].

Conversely, hubristic pride is attributed to global, stable, and uncontrollable causes, such as inherent genius or natural superiority [cite: 4, 5]. It involves an evaluation of *being*. Self-promotion fueled by hubristic pride often manifests as boasting, characterized by comparative superiority claims and a lack of contextual grounding. Hubristic pride is positively correlated with narcissism, aggression, disagreeableness, and low implicit self-esteem [cite: 5, 6, 8]. It is evolutionarily tied to the attainment of "dominance"—social rank achieved through intimidation, coercion, or the aggressive assertion of superiority [cite: 5, 7].

| Psychological Dimension | Source of Evaluation | Attribution Type | Social Rank Mechanism | Associated Personality Traits |
| :--- | :--- | :--- | :--- | :--- |
| **Authentic Pride** | Specific accomplishments ("Doing") | Internal, unstable, controllable (Effort) | Prestige (Earned respect, expertise sharing) | High self-esteem, conscientiousness, prosociality |
| **Hubristic Pride** | Global self-evaluations ("Being") | Internal, stable, uncontrollable (Ability) | Dominance (Superiority, intimidation, coercion) | Narcissism, aggression, low implicit self-esteem |

Audiences intuitively detect the underlying attributions of pride in self-promotional speech. When an individual communicates an achievement through the lens of effort (authentic), audiences are more likely to perceive the behavior as confident and justified. When the achievement is presented as evidence of inherent, global superiority (hubristic), audiences categorize the behavior as bragging and apply social penalties [cite: 6, 7].

## The Empathy Gap in Social Interactions

A primary reason individuals cross the line from self-promotion into bragging is a profound failure in emotional perspective-taking. Research on "self-exuberance" indicates that individuals fundamentally miscalibrate how their self-promotional efforts will be received because they erroneously project their own emotional states onto their interaction partners [cite: 9, 10].

When individuals achieve something positive, they experience happiness and pride. In an attempt to maximize the favorable impressions others hold of them, they engage in self-promotion, assuming that the audience will share in their positive emotional state [cite: 9]. However, this constitutes an empathy gap. Self-promoters consistently overestimate the degree to which recipients will feel proud of or happy for them, and they severely underestimate the extent to which recipients will experience negative emotions, such as annoyance, envy, or resentment [cite: 9, 10].

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This miscalibration leads to excessive self-promotion. In attempting to elicit a favorable response, individuals increase the frequency and intensity of their claims, which backfires and causes the audience to view them as less likable, less competent, and ultimately as braggarts [cite: 9, 10, 11]. The threshold of bragging is crossed precisely at the point where the speaker's assumption of shared joy diverges from the audience's actual experience of social threat or annoyance.

## Linguistic Classifications of Self-Promotion

To circumvent the social penalties associated with bragging, individuals deploy various linguistic strategies designed to mask their self-promotional intent. However, computational linguistics and discourse analysis reveal that many of these strategies are functionally counterproductive and structurally identifiable.

### Structural Models of Humblebragging

Humblebragging—defined as bragging masked by a complaint or an expression of humility—has proliferated as an indirect self-presentation tactic, particularly in digital environments [cite: 3, 12, 13, 14]. The strategy is born from a desire to satisfy two conflicting needs simultaneously, as mapped onto Maslow's Hierarchy of Needs: the need for belonging (achieved through humility or vulnerability) and the need for self-esteem and status (achieved through boasting) [cite: 12]. 

Research taxonomizes humblebragging into distinct linguistic dimensions, primarily distinguishing between complaint-based humblebrags and humility-based humblebrags [cite: 13, 15, 16]. A detailed breakdown identifies six specific dimensions of humblebragging: self-praise plus a disclaimer, praise originating from a third party, self-praise combined with a shift of focus, self-praise accompanied by self-denigration, self-praise coupled with a reference to hard work, and self-praise framed strictly as a complaint [cite: 16].

Despite the actor's belief that combining a boast with a complaint captures the benefits of both strategies, empirical research demonstrates that humblebragging is uniquely ineffective [cite: 3, 13, 14, 15]. The primary driver of this failure is a severe reduction in perceived sincerity. Audiences are adept at identifying conversational implicature and the underlying illocutionary intent of a statement, as described by Searle's Illocutionary Act Theory [cite: 17, 18, 19, 20]. When an audience detects that the surface-level complaint is merely a vehicle for an implicit boast, the speaker incurs a "sincerity penalty." Consequently, humblebragging results in lower likability and lower perceived competence than straightforward bragging, and it is viewed far less favorably than genuine complaining [cite: 3, 13, 14]. 

| Presentation Strategy | Surface-Level Frame | Primary Illocutionary Intent | Audience Perception | Overall Effectiveness |
| :--- | :--- | :--- | :--- | :--- |
| **Straightforward Bragging** | Positive claim regarding accomplishments | Self-enhancement | Arrogant but sincere | Low |
| **Straightforward Complaining** | Negative claim regarding circumstances | Elicit sympathy / Vent | Vulnerable, sincere | Moderate |
| **Complaint-Based Humblebragging** | Negative claim / Expression of burden | Self-enhancement | Insincere, manipulative | Very Low |
| **Humility-Based Humblebragging** | Self-deprecation / Feigned shock | Self-enhancement | Insincere, falsely modest | Very Low |

The acceptability of self-promotion is also highly contingent upon the discursive context in which it occurs. A critical variable is whether the self-praise is solicited or unsolicited. Speakers are perceived significantly less negatively—and often as highly competent and likable—when their self-promotion is delivered in direct response to a question [cite: 21]. By answering a prompt, the speaker adheres to the conversational maxim of relevance and preserves the modesty norm, as the burden of introducing the achievement is shifted to the interlocutor [cite: 21].

In unprompted scenarios, self-promoters who proactively raise the issue of their own success face harsher judgments [cite: 21]. To navigate this, social media users have developed metalinguistic cues, such as the hashtags `#brag` or `#humblebrag`. Discourse analysis suggests that these tags serve as explicit acknowledgments of the face-threatening nature of the speech act [cite: 15, 18]. By meta-tagging the post, the speaker engages in a preemptive face-mitigation strategy, attempting to negotiate a socially acceptable space for positive self-presentation by demonstrating self-awareness of the norm violation [cite: 18].

### Natural Language Processing and Bragging Detection

Advances in computational sociolinguistics have further operationalized these markers. Natural Language Processing (NLP) models trained to differentiate bragging from irony and sarcasm reveal that bragging features distinct semantic clusters centered around achievements, traits, affiliations, and possessions [cite: 2, 12, 22]. Models demonstrate that predicting a humblebrag requires the algorithmic recognition of a specific linguistic incongruity: a positive semantic payload wrapped within a negative syntactic structure [cite: 12]. 

Large-scale computational studies of social media behavior indicate that bragging is a common occurrence, with users historically bragging in roughly 1 out of 9 original tweets in studied datasets, although the overall prevalence has shown a steady decrease over the last decade within fixed user populations [cite: 2, 23]. These linguistic models are critical for broader applications, such as distinguishing genuine consumer complaints from self-promotional noise in automated sentiment analysis [cite: 12].

## Socioeconomic Status and Class Bias

Socioeconomic status (SES) fundamentally shapes the norms of workplace behavior and the reception of self-promotional cues, often operating as an underappreciated and invisible force of bias [cite: 24, 25]. Individuals from working-class backgrounds tend to possess interdependent, relational models of self, prioritizing team cohesion, community, and prosocial behavior [cite: 24, 25, 26]. In contrast, individuals from middle- and upper-class backgrounds are socialized toward independent models of self, which emphasize uniqueness, autonomy, and individual self-promotion [cite: 26].

In organizational settings, this divergence creates a systemic penalty for lower-SES individuals. Because the prevailing corporate definition of leadership is deeply intertwined with independent, assertive self-promotion, working-class employees who downplay individual achievements in favor of team-oriented narratives are often perceived as lacking the autonomy required for advancement [cite: 26]. Working-class demographic groups are up to 34% less likely to accede to leadership roles and earn roughly 17% less than counterparts from middle or upper-class backgrounds, despite possessing equivalent college degrees [cite: 26]. Conversely, individuals with upper-class backgrounds are frequently perceived as more competent simply because they exhibit higher baseline levels of confident self-promotion, which projects an aura of capability regardless of actual skill equivalence [cite: 24]. 

Furthermore, audiences exhibit a "goal-value bias" based on the speaker's perceived class. Evaluators systematically assume that wealthier, higher-status individuals possess a higher intrinsic motivation for goal pursuit, attributing a greater degree of drive and competence to their self-promotional claims [cite: 27]. This bias actively discounts the self-advocacy of lower-status individuals, assuming they are less invested in professional or personal milestones because they are ostensibly overwhelmed by daily struggles [cite: 27]. This perception persists even though empirical measurements demonstrate no actual difference across status levels regarding the internal valuation of career, health, or financial goals [cite: 27]. Additionally, algorithmic and digital literacy studies indicate that lower-SES youth exhibit reduced critical capacity regarding digital advertising personalization, suggesting that class environments shape not just the output of self-promotion, but the critical processing of incoming persuasive media [cite: 28].

## Age and Generational Differences

Age operates as a primary filter for the reception of self-promotion, heavily influenced by the Stereotype Content Model (SCM). The SCM posits that social groups are judged along two universal dimensions: warmth (communality) and competence (instrumentality) [cite: 29, 30, 31, 32, 33]. 

The prevailing stereotype of older adults is ambivalent: they are generally perceived as high in warmth but low in competence [cite: 30, 31, 33]. When older individuals engage in confident, agentic self-promotion—behavior typically associated with high competence and low warmth—they disrupt prescriptive age stereotypes. While younger adults are granted wider latitude to assert competence without necessarily sacrificing likability, older adults who aggressively self-promote risk triggering hostile ageism if they are perceived as violating the paternalistic expectation of passive warmth [cite: 29, 30, 31]. Conversely, older adults who align with the stereotype by utilizing relational, pro-social framing (high warmth) are met with greater acceptance [cite: 31, 33].

Digital demographic analyses confirm that the threshold for bragging acceptability is heavily skewed toward youth. Young adults are the most likely cohort to engage in online self-promotion [cite: 2, 23]. In computational studies of Twitter datasets, younger, highly educated users were identified as the demographic most likely to boast [cite: 2, 23]. Furthermore, adolescents exhibit a strong correlation between a high focus on social media self-presentation and lower overall wellbeing, an effect that is particularly pronounced among adolescent girls compared to boys [cite: 34].

### Speech Perception and Credibility

Listener reception is also impacted by auditory cues related to age. Experimental data regarding speech rate and credibility indicate that when listeners perceive a speaker as deviating from expected adult target norms, their assessment of the speaker's authority and credibility shifts [cite: 35, 36, 37, 38]. For instance, listeners reliably estimate speaker age based on speech rate, perceiving slower speech as indicative of older age [cite: 37]. 

In contexts where speakers exhibit non-standard linguistic traits—such as child-like speech or heavy dialectal variations—listeners alter their perceptual leniency [cite: 36, 38]. Adult listeners are more likely to accept certain phonetic variations as correct when produced by adult speakers, but are highly critical of the exact same variations when produced by children, highlighting how baseline assumptions of competence are tethered to the perceived chronological age and maturity of the speaker [cite: 38]. 

## Gender Dynamics in Impression Management

Gender introduces one of the most rigorously documented variations in the reception of self-promotion. Women face a severe double bind rooted in the same warmth-competence paradigm of the SCM. Because societal norms prescribe communal, modest, and nurturing behavior for women, direct self-promotion violates traditional gender expectations [cite: 29, 39]. 

When women engage in the exact same confident self-promotion as their male counterparts, they are significantly more likely to be penalized for lacking warmth and are perceived as bragging or being excessively aggressive [cite: 39]. For example, in academic medicine and competitive corporate environments, women report that a primary barrier to advancement is the fear that highlighting their achievements will render them unlikable, triggering a backlash effect [cite: 39]. To mitigate this risk, women often default to self-deprecation or the sharing of credit, which protects their likability but inadvertently damages their perceived competence and promotion velocity [cite: 39].

Furthermore, computational analyses of digital bragging reveal distinct gendered patterns in content. Men are more likely to boast about leisure activities, material possessions, and external achievements, whereas women are more likely to focus their self-promotional content on affiliations or interpersonal traits, navigating the constraints of digital performativity through mitigated self-reference [cite: 2, 23]. Furthermore, susceptibility to persuasion principles in advertising shows variations by gender, indicating that the cognitive processing of self-promotional messaging is fundamentally influenced by the demographic identity of both the speaker and the recipient [cite: 40].

## Self-Advocacy in Disability Contexts

The parameters of self-promotion shift dramatically when analyzed through the lens of disability studies. For populations with intellectual and developmental disabilities (IDD), self-presentation is frequently framed as "self-advocacy" rather than self-promotion. While professional self-promotion centers on highlighting exceptionalism and career milestones, self-advocacy for transition-age adults with IDD focuses on fundamental agency, such as asserting basic needs, navigating relational conflicts, and establishing autonomy from caregivers [cite: 41, 42, 43].

Research involving young adults with IDD indicates that they conceptualize self-advocacy not merely as speaking up, but as the active practice of caring for oneself in systems that frequently marginalize their voices [cite: 41, 42]. In these contexts, the threshold for acceptable self-advocacy is heavily policed by systemic barriers, including limited interagency communication, societal skepticism regarding their competence, and paternalistic educational environments [cite: 43, 44]. Consequently, the assertion of competence by disabled individuals is often mischaracterized by neurotypical audiences as non-compliance or unnecessary friction, rather than legitimate self-presentation [cite: 42, 43].

## Algorithmic Mediation of Self-Presentation

The transition from face-to-face interactions to professionally oriented social network sites (P-SNS) has redefined the boundaries of self-promotion. In digital spaces, the "audience" includes not only human peers but also algorithmic intermediaries that determine content visibility based on engineered parameters [cite: 45, 46, 47]. 

### Professional Networking Algorithms

On platforms like LinkedIn, algorithmic architecture actively dictates the stylistic norms of self-promotion. As of 2024 and 2025, network algorithms have fundamentally shifted away from rewarding viral, clickbait-style bragging toward prioritizing "expertise-driven engagement" [cite: 48, 49]. 

This shift is operationalized through a multi-stage content distribution process. In the critical "Golden Window" (the first hours after posting), the algorithm evaluates the content using strict proxies for value and sincerity [cite: 48]. A key metric is "consumption rate" or dwell time, assessing whether users are actually reading the content rather than mindlessly engaging [cite: 48, 50]. Furthermore, the algorithm heavily weights meaningful interactions, such as comments exceeding 15 words, over superficial metrics like shares or basic reactions [cite: 48, 49]. 

| Algorithmic Stage | Timeframe | Evaluated Metrics | Impact on Visibility |
| :--- | :--- | :--- | :--- |
| **Quality Check** | First 60 minutes | Spam detection, hashtag limits, external link penalties | Determines initial categorization (spam vs. high quality) |
| **Golden Window** | First 2 hours | Dwell time, interaction depth, relevance to 1st-degree connections | Determines broader network distribution |
| **Expertise Valuation** | Ongoing | Topic consistency, comment length (>15 words), conversational depth | Establishes subject matter authority and sustained reach |

This structural engineering shifts the definition of acceptable self-promotion. A user who broadcasts an uncontextualized boast (e.g., "I am honored to announce my promotion") may achieve low dwell time and minimal substantive commentary, resulting in the algorithm suppressing the post [cite: 48]. Conversely, a user who frames an achievement through the lens of shared expertise (e.g., detailing the specific methodologies that led to a successful project launch) invites lengthy discourse. The algorithm recognizes this as "subject matter authority" and amplifies the reach [cite: 48, 51]. In this context, the line between confident self-promotion and bragging is enforced mathematically: self-promotion must yield educational utility for the network to achieve algorithmic velocity.

### Algorithmic Management in the Gig Economy

The integration of algorithmic management into daily professional life generates a psychological duality regarding self-promotion [cite: 45, 52]. On one hand, leveraging the self-presentation affordances of digital platforms fulfills a deep psychological need for subjective vitality, career advancement, and boundary expansion [cite: 45, 46, 53]. The consistent curation of a digital trace—posting strategic content and engaging audiences—serves as a socially endorsed capital essential for modern job crafting and establishing credibility [cite: 46, 53].

On the other hand, the pressure to conform to algorithmic demands results in "algorithmic self-presentation," wherein users alter their authentic behavior strictly to appease machine logic [cite: 47, 54]. For gig workers, digital nomads, and independent contractors subject to direct algorithmic management on platforms like Upwork, the demand for continuous digital self-optimization and visibility often leads to feelings of objectification and obsessive work passion, disconnecting the individual from the human elements of their labor [cite: 45, 52, 55, 56]. The algorithmic logic systematically privileges semantic proximity and topological diversity in skill clustering, forcing workers to curate their digital presence based on machine-readable taxonomies rather than human nuance [cite: 56].

## Political Performativity and Network Polarization

In the realm of political communication, algorithmic self-presentation pushes actors toward specific styles of performativity that redefine traditional self-promotion. On short-form video platforms, political actors adjust to algorithmic rules to gain visibility, transforming ideological communication into algorithmic performance [cite: 47, 54, 57]. 

Research comparing political campaigns reveals two dominant patterns of algorithmic self-presentation. In some contexts, politicians adapt to entertainment logic by performing authenticity, warmth, and humor to foster digital closeness [cite: 54]. In other contexts, politicians rely on emotional confrontation and ideological polarization, catering to algorithmic preferences for provocative content [cite: 54]. 

This dynamic fosters "oil spill polarization," where extreme, identity-driven posturing spills over into seemingly apolitical spaces. Analysis of millions of Twitter bios reveals that users' non-political lifestyle references statistically align with their political partisanship [cite: 58]. In these highly polarized, homophilous networks, the threshold for acceptable self-promotion is radically altered; aggressive bragging or ideological posturing that would be penalized in a professional setting is actively rewarded as a signal of ingroup solidarity [cite: 54, 58].

## Network Homophily and Third-Party Promotion

Given the inherent risks and algorithmic complexities of digital self-promotion, research highlights an emerging alternative: promotion by others. Network analysis indicates that individuals highly value connections exhibiting high "perceived promoter potential" (PPP)—friends or colleagues who are likely to organically share the individual's successes with the broader network [cite: 59, 60]. 

Promotion by others sidesteps the empathy gaps and modesty violations associated with bragging. When an achievement is heralded by a third party, the audience attributes the claim to genuine merit rather than narcissistic intent [cite: 59, 60]. In highly homophilous networks, where users cluster based on shared cultural and professional markers, third-party promotion functions as a powerful validating signal. It reinforces ingroup solidarity and elevates the primary actor's prestige without exposing them to the backlash typically reserved for braggarts [cite: 59, 60].

## Conclusion

The line between confident self-promotion and bragging is neither static nor purely objective; it is a dynamic threshold negotiated across multiple domains. Psychologically, it hinges on the attribution of pride—whether an audience perceives the speaker as celebrating specific, effort-based achievements (authentic pride) or asserting a generalized, innate superiority (hubristic pride). Linguistically, attempts to obscure self-promotional intent through humblebragging universally fail, incurring severe sincerity penalties that make direct boasting preferable in human interactions. 

Contextually, the threshold is highly fluid. What is considered standard confident self-promotion for a young, upper-class male is frequently categorized as inappropriate bragging when enacted by an older adult, a working-class individual, or a female professional, due to deeply ingrained stereotype content regarding warmth, competence, and relational autonomy. Finally, in the contemporary digital ecosystem, this line is increasingly drawn by algorithmic architectures. Platforms are evolving to suppress overt, low-value bragging while actively amplifying self-promotion that is framed as actionable, expertise-driven insight. Navigating this landscape requires a sophisticated awareness of demographic biases, high emotional intelligence, and a strategic alignment with the communal and algorithmic expectations of the target audience.

## Sources

1. [Algorithmic Sociology: Global Diffusion Metrics (2025)](https://www.researchgate.net/publication/396464182_Algorithmic_Sociology_Global_Diffusion_Metrics_2025_Post-Publication_Reflections_on_the_Global_Reception_of_the_Socio-Algorithmic_Theory)
2. [Sociologist of the Month: August 2025](https://www.isa-sociology.org/en/publications/isa-journals/current-sociology/sociologist-of-the-month/sotm-august-2025)
3. [Algorithms, Agency, and Respect for Persons](https://alanrubel.com/publications/)
4. [Revista CTS](https://ojs.revistacts.net/index.php/CTS/citationstylelanguage/get/vancouver?submissionId=995&publicationId=972)
5. [Google Scholar: Michelle Budig](https://scholar.google.es/citations?user=nffazDwAAAAJ&hl=th)
6. [How does social class play out at work?](https://alanmorantz.medium.com/how-does-social-class-play-out-at-work-e35e242f8fb1)
7. [Research finds social class bias can lead to hiring discrimination](https://www.fuqua.duke.edu/duke-fuqua-insights/research-finds-social-class-bias-can-lead-hiring-discrimination)
8. [Social class has a significant role to play in career success](https://business.emory.edu/research-spotlight/social-class-work)
9. [How Does Social Class Affect the Workplace?](https://smith.queensu.ca/insight/content/How-Does-Social-Class-Affect-the-Workplace.php)
10. [The Undervalued Self: Self-perception and Social Class](https://www.iomcworld.org/open-access/the-undervalued-self-selfperception-and-social-class-92834.html)
11. [Effects of Ageism and Gender on Perceived Warmth and Competence of Working Parents](https://www.researchgate.net/publication/384503653_Effects_of_Ageism_and_Gender_on_Perceived_Warmth_and_Competence_of_Working_Parents)
12. [Ageism and Attitudes towards Ageing](https://pmc.ncbi.nlm.nih.gov/articles/PMC13113729/)
13. [Domain-Specific Attribute Approach to Age Stereotype Content Model](https://pmc.ncbi.nlm.nih.gov/articles/PMC10866177/)
14. [Frontiers in Psychology: Ageism](https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2024.1358403/full)
15. [Aging, Prosociality, and Social Judgments](https://osf.io/2jcx7/overview)
16. [LinkedIn algorithm 2025: Guide for maximum visibility](https://botdog.co/blog-posts/linkedin-algorithm-2025)
17. [STOP Blaming the LinkedIn Algorithm](https://www.youtube.com/watch?v=ZSS7Dh2WmcE)
18. [Barriers to Self-Promotion in Academic Medicine](https://pmc.ncbi.nlm.nih.gov/articles/PMC11219085/)
19. [Blogging for promotion: how social media posting impacts B2B sales professionals](https://www.emerald.com/jbim/article/40/8/1686/1275696/Blogging-for-promotion-how-social-media-posting)
20. [LinkedIn Strategy for 2025](https://www.youtube.com/watch?v=gKOKuHX1wRo)
21. [Advancing Preschool Self-Advocacy](https://kuscholarworks.ku.edu/entities/publication/cbd04418-89f2-4dd6-8346-2d9d1e0125e1)
22. [Formative Evaluation of the Senior Civic Academy](https://pubmed.ncbi.nlm.nih.gov/32003274/)
23. [Practices of Self-Advocacy Among Transition-Age Adults](https://pubmed.ncbi.nlm.nih.gov/41191272/)
24. [Practices of Self-Advocacy: Perspectives of Young Adults](https://www.researchgate.net/publication/397304308_Practices_of_Self-Advocacy_and_Their_Implications_From_the_Perspectives_of_Transition-Age_Young_Adults_With_Intellectual_andor_Developmental_Disabilities)
25. [Self-Advocacy and Barriers for People with Intellectual Disabilities](https://www.mdpi.com/2227-7102/16/1/97)
26. [P-SNSs and the need for Self-promotion](https://core.ac.uk/download/pdf/429742707.pdf)
27. [Promotion by others: social network analysis](https://pubmed.ncbi.nlm.nih.gov/31548834/)
28. [Norms as Regulating Factors for Self-Disclosure](https://www.semanticscholar.org/paper/f056a939d60fa94dda07880a60961f2c73fda19b)
29. [Although self-promotion carries social costs](https://pmc.ncbi.nlm.nih.gov/articles/PMC6756766/)
30. [Business-Oriented Social Network as a Platform for Personal Promotion](https://www.researchgate.net/publication/367976866_Business-Oriented_Social_Network_as_a_Platform_for_Personal_Promotion)
31. [When Modesty Meets Self-Promotion: Humble-Bragging](https://www.researchgate.net/publication/395113491_When_Modesty_Meets_Self-Promotion_A_Discourse_Analysis_of_Humble-Bragging_on_Social_Media)
32. [Pragmatics of Self-Praise](https://www.tesl-ej.org/pdf/ej97/a10.pdf)
33. [Impressions of Self-Promoters](https://www.tandfonline.com/doi/full/10.1080/15534510903160480)
34. ["Self-exuberance" vs "bragging": emotional miscalibration](https://pubmed.ncbi.nlm.nih.gov/25953948/)
35. [Self-promotion vs Bragging as a Freelancer](https://www.samwoolfe.com/2021/10/self-promotion-bragging-freelancer.html)
36. [Relationships of Authentic and Hubristic Pride](https://pmc.ncbi.nlm.nih.gov/articles/PMC3137237/)
37. [Has Pride Gotten a Bad Rap?](https://www.psychologytoday.com/us/blog/emotional-nourishment/201903/has-pride-gotten-a-bad-rap)
38. [Pride: The Emotional Foundation of Social Rank Attainment](https://pdfs.semanticscholar.org/bd8a/431dc77113b757d1c5686ed538fce1858ad7.pdf)
39. [Dominance and Prestige: Routes to Attaining Social Status](https://www2.psych.ubc.ca/~henrich/pdfs/Pride%20and%20Status%20Submitted%20Full%20Draft%2007.28.pdf)
40. [Two Types of Pride](https://psu.pb.unizin.org/psych425/chapter/two-types-of-pride/)
41. [Do algorithmically managed employees feel?](https://www.emerald.com/ijoa/article/doi/10.1108/IJOA-03-2025-5287/1276787/Do-algorithmically-managed-employees-feel)
42. [LinkedIn as a platform: Pragmatic strategies of self-presentation](https://www.researchgate.net/publication/387503716_LinkedIn_as_a_platform_The_pragmatic_strategies_of_self-presentation_and_self-praise)
43. [Debates about Artificial Intelligence and Automation](https://pmc.ncbi.nlm.nih.gov/articles/PMC12408545/)
44. [Factors Influencing Presentation of One's Self on LinkedIn](https://www.promotionalcommunications.org/index.php/pc/article/view/204)
45. [Goffman and LinkedIn Pilot Investigation](https://responsejournal.net/issue/2016-11/article/pilot-investigation-goffman)
46. [Duality of self-promotion on social networking sites](https://www.researchgate.net/publication/326884024_Duality_of_self-promotion_on_social_networking_sites)
47. [P-SNSs and the need for Self-promotion](https://core.ac.uk/download/pdf/429742707.pdf)
48. [Designing for Justice in Freelancing Platforms](https://pure.uva.nl/ws/files/309087562/brooke-rao-2024-designing-for-justice-in-freelancing-testing-platform-interventions-to-minimise-discrimination-in.pdf)
49. [The Digital Nomad Economy and Platform Skill Networks](https://www.mdpi.com/2079-8954/14/3/290)
50. [Viral Marketing Strategies with Dual Incentives](https://pmc.ncbi.nlm.nih.gov/articles/PMC9816549/)
51. [Humble-Bragging Discourse Analysis on Social Media](https://www.researchgate.net/publication/395113491_When_Modesty_Meets_Self-Promotion_A_Discourse_Analysis_of_Humble-Bragging_on_Social_Media)
52. [Computational Linguistics of Humblebragging](https://aclanthology.org/2025.findings-acl.198.pdf)
53. [Automatic Detection of Humblebragging](https://arxiv.org/pdf/2412.20057)
54. [The Pragmatics of Self-Praise Hashtags](https://www.researchgate.net/publication/341193267_This_is_NOT_a_humblebrag_this_is_just_a_brag_The_pragmatics_of_self-praise_hashtags_and_face_work_in_Instagram_posts)
55. [Reactions to Self-Praise and Humblebragging](https://www.tesl-ej.org/pdf/ej97/a10.pdf)
56. [Impact of Dialect, Age, and Gender on Personality Perception](https://scholarsarchive.byu.edu/cgi/viewcontent.cgi?article=7397&context=etd)
57. [Credibility Ratings for L2 and Child Speakers](https://www.frontiersin.org/journals/language-sciences/articles/10.3389/flang.2023.1292344/full)
58. [Estimation of Speaker Age by Naïve Listeners](https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2015.00978/full)
59. [Persuasive Speech and Audience Shift of Opinion](https://apps.dtic.mil/sti/tr/pdf/AD0019183.pdf)
60. [Speaker Age and Listeners' Perception](https://pubmed.ncbi.nlm.nih.gov/36827509/)
61. [Bragging Behavior on Twitter: Scale and Characteristics](https://arxiv.org/pdf/2403.16668)
62. [Computational Sociolinguistics Study of Bragging](https://arxiv.org/html/2403.16668v1)
63. [Prevalence and Temporal Dynamics of Bragging Online](https://aclanthology.org/2024.lrec-main.1529.pdf)
64. [Broadcast Platforms and Game Day Engagement](https://pmc.ncbi.nlm.nih.gov/articles/PMC8160370/)
65. [Digital Marketing Strategies on Social Media](https://pmc.ncbi.nlm.nih.gov/articles/PMC9936493/)
66. [Humblebragging: A Distinct and Ineffective Strategy](https://dash.harvard.edu/bitstreams/7312037d-7898-6bd4-e053-0100007fdf3b/download)
67. [Emotional Responses to Self-Promotion are Misjudged](https://www.bayes.citystgeorges.ac.uk/faculties-and-research/research/bayes-knowledge/2015/march/self-promotion-or-bragging-how-emotional-responses-to-self-promotion-are-misjudged)
68. [Miscalibrated Predictions of Emotional Responses](https://pubmed.ncbi.nlm.nih.gov/25953948/)
69. [Self-Exuberance vs. Bragging: Scopelliti Study](https://www.cmu.edu/dietrich/sds/docs/loewenstein/Psychological%20Science-2015-Scopelliti-0956797615573516.pdf)
70. [Freelancer Self-Promotion Considerations](https://www.samwoolfe.com/2021/10/self-promotion-bragging-freelancer.html)
71. [Humblebragging Ubiquity and Effectiveness](https://internet.psych.wisc.edu/wp-content/uploads/532-Master/532-UnitPages/Unit-12/Sezer_Humblebrag_2017.pdf)
72. [Humblebragging Field Experiment and Diary Study](https://www.hbs.edu/ris/Publication%20Files/Sezer%20Gino%20Norton%20Humblebragging_0533fa02-7fcd-4585-91c9-b7281174edf9.pdf)
73. [Detecting Humblebragging Automatically](https://aclanthology.org/2025.findings-acl.198.pdf)
74. [Interactive Audiences and Social Media Engagement](https://theses.ncl.ac.uk/jspui/bitstream/10443/5648/1/Crosby%20J%202022.pdf)
75. [Audience Reception Research in a Digital Age](https://forskning.ruc.dk/en/publications/audience-reception-research-in-a-post-broadcasting-digital-age/)
76. [Focus on Self-Presentation and Wellbeing Among Adolescents](https://pubmed.ncbi.nlm.nih.gov/40370637/)
77. [Socioeconomic Status and Digital Advertising Literacy](https://www.eurekalert.org/news-releases/1121382)
78. [Impact of Gender and Age on Susceptibility to Persuasion](https://www.researchgate.net/publication/364480635_Impact_of_gender_and_age_on_susceptibility_to_persuasion_principles_in_advertisement)
79. [Algorithmic Visibility and Activists' Management](https://www.researchgate.net/publication/380582922_Algorithmic_Visibility_and_Activists'_Management_of_Reputation)
80. [Partisan Styles of Self-Presentation in US Twitter Bios](https://www.researchgate.net/publication/377334282_Partisan_styles_of_self-presentation_in_US_Twitter_bios)
81. [Algorithmic Self-Presentation and Political Performativity](https://www.researchgate.net/publication/400065340_Algorithmic_Self-Presentation_and_Political_Performativity_in_the_Social_Media_Era)
82. [Menu-Driven Identities and Algorithmic Self-Presentation](https://culturajournal.com/submissions/index.php/ijpca/article/download/2402/2308)
83. [TikTok Political Messaging and Algorithmic Rewards](https://www.researchgate.net/publication/395474433_TikTok_Rewards_Divisive_Political_Messaging_During_the_2025_German_Federal_Election)
84. [LinkedIn Algorithm 2025: Content Distribution Process](https://botdog.co/blog-posts/linkedin-algorithm-2025)
85. [Hootsuite Guide to the LinkedIn Algorithm](https://blog.hootsuite.com/linkedin-algorithm/)
86. [How the LinkedIn Algorithm Works (Relevance and Expertise)](https://letterdrop.com/blog/how-does-the-linkedin-algorithm-work)
87. [Unraveling the LinkedIn Algorithm for 2025](https://redactai.io/blog/linkedin-algorithm)
88. [A Leader's Guide to the LinkedIn Algorithm](https://mercermackay.com/thinking/blog/a-leaders-guide-to-the-linkedin-algorithm-what-the-data-says/)
89. [Humble-Bragging Discourse Analysis (Al-Kindi)](https://www.researchgate.net/publication/395113491_When_Modesty_Meets_Self-Promotion_A_Discourse_Analysis_of_Humble-Bragging_on_Social_Media)
90. [Computational Formalization of Humblebragging](https://aclanthology.org/2025.findings-acl.198.pdf)
91. [Humblebragging as a Self-Promotional Strategy](https://scholarsjunction.msstate.edu/td/6326/)
92. [Analysis of Humblebragging Language on Social Media](https://www.researchgate.net/publication/397448845_AN_ANALYSIS_ON_HUMBLEBRAGGING_LANGUAGE_IN_PRINCE_SYED_SHAHID'S_SOCIAL_MEDIA_POSTS)
93. [Psychology Behind Humblebragging](https://gaexcellence.com/ijepc/article/view/5953)

**Sources:**
1. [responsejournal.net](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFa5jYJ_o-eVGmQszFiqFClaQqRh4QTVdKlg1TKtfp9KWRkfvn0JZj2EYATVDkYQ2qsWmqKYEwQrzGCE9WG6QbjlUHf-qN8PvLjJ0lTVjPvDZY0IDSdy_WhzczUGtcw-p1vhKQ1oZ1zgJmub34RxuSZZn01qJkVxd4MULikDTer0MI_TQ==)
2. [arxiv.org](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHQQ5c1hHs3YKfeqqZpJCc8qb0GwkNTzPzkhwPNdj0Y40wZ_pbywRwAOUFe1AabbZbF-TCmfwhxhmAJPgSTwiGHBlIRPdC9ra69OfFfUel4SGPRgoeqpA==)
3. [hbs.edu](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFUSqyARoXMuzHUedZoYcxfq9v1x4Gkm4CFTuF4gsma85YAeIc9Sj9HjKCw6vEwpWe3vsvlOv5dBz3Y-m0OfuJ8H0lPj3LcbaZd8Wv1oc_9TQYxZBke4CIdZMFksF2v-1wKKOpFVhvZV511TT8W1vT8YpBwXhp6v2UQ4MSj_FrNgscimfTcdVzdGyiQ8i6e9gUw86DkJDN1qr-oWYbHt1nVQm6v69dmk4Hgxn2W8AFyvjU=)
4. [nih.gov](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGyGac7AIvcdHXh2YaeWuy0VRwg9WZgKL0nBFk1hJA3f8ZA29rhxhRlFlkopV6qMTDJ65fNhQfwOqBEY_ngnLGGDY_U9rqP2sL0WOGb3--tEpqTymve7U3sk1yyA5m8mgQeDAPCdcC9)
5. [semanticscholar.org](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHtaKk_z_vOrl57JYdUZTwDDhAaFpY95eN_yC3dILgag5eMf-h-I0lqxnnYPMDh_nLL6Cq0W2O4bODjlbsjSn-bNZ_G0Fja9eYBg4c97NUMUFVsZWdCG4n6t5pwuZVTmAUFeBy4pkutp2ZZCOrrGqFsV-o49qQ7C9FLpx7j7NfnhR6024w=)
6. [psychologytoday.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGTJbSrY9TkRidMThrAHrZWFsweyenmVfQIoWUqNrwUfIMTF-e6L9CFnIJ-26JL-oU64lPXgA9KOZZ077WwL83ky_mvxJOlwlwJg0RkVVYivSzEVzMzq5fTXvTyg-tzbKSgB_s9T2k3mJJeiW3t8jcSn5CIZx4QIEGN06U4OSN4pQa3VKT0orom2QRDbFa-4DcW3CwDPA==)
7. [ubc.ca](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHPxjsEqJkH6DT5cIjKsyf0E76LNBc4OYAIYww9PBeq8vUQg93-TSxnuDrulQ7fPJkNKdBLm6HgSXcZJ60s6ECJAabr2tbLcxPUi3gfI1J5RlViswaF7z_8_mXRlobN_GtunYLz5Fpqf5TuItQ_OkdzMpexXCbOXOQABHct-iPn7vDOcbonjA2XEd577P9_1P1MQOsZx-698Hs=)
8. [unizin.org](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHS4QHElsuFYZLMcupEplpmvu8WA8yP9bBCoVOST2S822_HT_9O-PZxdxBn33m631nGMY5oZmp1xUWwbhX92Ldzr9yfrFuNnbTAmBCOvokzZE8Zjd6U9envUi7GIj6cqcnUecEAcT1yBbzYAOMf2KykgbLhOw==)
9. [nih.gov](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHXi8RavoA86fIevDmaGMh6eUi36h4kVKFFWDsSh1wNt7_wUC2fqxyMsHVg9WlR9zKu-DalgqvEln5LJlovxeKOTI9htQEcKbde6PMQeT9mD2F5Ain-nsTsMU2LBod9Pg==)
10. [cmu.edu](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFSvT1qpjAvSGEx9-Asc6c4ncRX0ZfaPErrnPY3xCIp46_UEz0k3CcHMFJcog47Ck_Bhidn8_sV7O9Ki-nRwvhg0sNo3HTgE_HY7T9ZvlkxiQfhQdShueZHDgMxocRYyyrboZHbcsGe3gtR_HmCtZ2p2k-8pZCPaAihmunFP7jivOJIdS14TsuvAJXh7U3KyF18LNfyOl_7AdEn1ctF2gc-vY-Aag==)
11. [citystgeorges.ac.uk](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGxZ9mAK4zRs5j0FeIbp4u_rpL_6PRJ0hf1c8huBzLlC4jZ5IckrFBv7Tg_5LynfpafrstqYQziqnUG73e4El0M95F_BuQTKIuSd4Fq_WHhEtFA9qBSdhcxqJvdXzjirhFKhfYfVSi0wbiInUl6qa_-9FAlfr5UoxL7zUwaS78l7DIxjUESUBeUl6vC_eqa7QgbM8Y1DdurE1pU-0YQoqMTe3Ddx7boaL_vlGOqEi3h_yM5HaxARqby4T2zaNh9Utn_5Ltoj6NvGFEq7Cr3jrGxyKap3kzuA_yBSU673KnT_MyR8immsncpmOk=)
12. [aclanthology.org](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFWEX9fnx7wOyqa7FRaTm7g-A37VSr5flDgpzy-V1aqGCh-Lgd2eTFVBTy-1L2M6xYu7HjAHCGU3KG-MAJkHqzVRrkhTSGKq_OUQS8d7BeRfhtxbbXfceZH7adJ7oScPlAYc8v5mnle7g==)
13. [harvard.edu](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHP7Ko2qWClBD3vmWdRQlJ4xt_swTu7IByel90oEvNSd89UkmzYY-NjN401z9hLKsJQ4hvHCONbYi8eCUuC7VG16qdzn63vdMtkbU_Wg5LiMX4JkAJbmZwLRhE7pkhrKtvFAq8Y8Wjn53DfKoqjonkEfJv1xqyykp4nwt2hJrBMHJxdapsRwNk=)
14. [wisc.edu](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFYwrSd2tMfjBbuJ57eVoI2Qk-b1gP0-mKYB3e_FMhnk6N1I2AQZ1mngS2D7eb_OO6lrMedk3PVdGG8a5piy3LTy_wgEfR2mQBrddqrU2w4PS_cxISpd1fW5P7M6cM3TkyxY1Kpz9aO7qQyDftxt2JMa9LROQNEo_0LuuiM4NzMXbNA_AORfTHd3fzvx1B9QOyBxrttrQMl42cGZwlqEXbSmNYr)
15. [tesl-ej.org](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFpZB5inYnwk85jZK72ZtK9V717Z6XEOJKqHXnCvcNRMGOoJha9Y7DL7fLWNRGgdkIN89KgfL6bJQ_99NAZyesvu0nTINFEc3UMIGp03H9h0VGEidgaHRvdqYxZ_IDH)
16. [msstate.edu](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQE8ladG9Rqvf1JrHJWy6Nz-YGoYQ57RQIdCP5p8RdMBZMl741G0my7hucVUA4gATOgV3wODjvnohpIKeuRyLBXnKE-v58UP41XxfbcvAHLKi5XM-kkcRxt9IqXaHO_pa8V51bA=)
17. [researchgate.net](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGl8jwjHrkeWnXoQcimh_YFZj_ar6JVHVXEEljihA7Ecy66AbAiHqsyeBCd7I1TEZu1ogenUqRR1IjZMNdiTYT3VE0SeCQYSfQn3nS5HmTmvL9sIskYqQuIP3QswKYN6LoaZtYKNmLxrhCHltslj4jch6jkrdMl_R_vmsq5pNJY3_2-kzpNTnXWsf1Y_YVIHEme52eedzZUls40yLoNdqO6k3mlSZfGUjFtr6-u9-8CzITL8PltS4ZkRb9FtXBTmIhrAQM=)
18. [researchgate.net](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGYraHqvN3xTx5SfnkMk-IwTe86ACbd0DI6gnW65J2DIDGUajfUn02zRlT969K8JK6h36QeOyCPOoFOFx07HltZxX0LOxz_rG-J2nNSm8BsRh-0taOde0KWL-jnzV53zbNhF7kxnrzG6LSDS_XJTXd90lbd1DuktYpo6Dz1QUnIx8JjdRLNbpoFh0l_5N1b5_Vjm3EfzZiVgY0cHzSqFrqm2IHBEv_nM4L5xedTcFHHscMWzxrWNwtYj40MFCuhzETbjk5_1sEQSI66qFdGhReXns94Pr1CXSeZ6gc4plY=)
19. [researchgate.net](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQH_NGm7fwpwUTRwc-JFk89VWnzK0_jxG3yiloCGryGU-WPRuuOqel7MfjhgvLRnqDZ73RoaPP6hVT-5rY2NSEwU3BFoz_cf6FmeH06jSrKnHzN1X6mSFWtgCyrXlvfPph1241mAGmvLVoYzwy4udHi5HKP8t0AiXEx8eDvZxsv0CjkzAx_xncjuaS-0yOHDBUxFOamHXACY8gEbY9upUh7vQKuLX2yb22_LFMc4DGYfuHumIQz_JUCnRFEA)
20. [gaexcellence.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFnvA22ZAue4oqCZwdmsArbMe1FZRGK7oY8WMUZgm_EkTHLiQ9c85lT88G5KE8w-OU9OW6_7sKRgShXhWScJwkwPWmVSKMrV2iw9lHx0nsg4sqgnYBJ_MYlFVz0H-HaB-uBoUcQY-A=)
21. [tandfonline.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFWC4pYukKWGGjGXjyQAhQDMmdR4O8ZQ7-hlvEedZjYVYfHa9aJ3_GMoK61hw-9j1tk_zo7-nCBOZ_9Jmm1G9JA-NWJ9yd-AmTmJ_BTDaxmocYPkN_UK_P38wevZCO7zUJJdhGN_JjPmqZsR7nvSYHf204eUg==)
22. [arxiv.org](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFY_8FdZkd_SQ3fJ7hQzR7ve36TqcpzyObF4hDl4_giRZ9UiQDv0GufqZNEZaohN9PLGJja144RNT8cJWc6x6BGZJEQ08eHoIg6xK8DkHLjP1ckJfjHB04BDw==)
23. [aclanthology.org](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEcrMRY3oRlthVnLaS7V-nexwak3kiuv1pSpYv2Y7CksWNrQcaU3nITtsVNw2iOfkSM2xT0hjZwqH_V_11lwcph1QtGQG5Aunk97eSLYD2Winh7IlGuu97O91h-5HrzmpAKqw2i2so=)
24. [medium.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGbbOIy6oH7pGMYNCxBdfetpb1-EoQeXE58_myiMODC8JugMJ-rPsBbIOWtukoWberHwY8SovY-0TeXpxjj-7Vdpxxm_X_ZkegpzQwF4Qf2Nop1hnO3Xpvl7alyzDCKV6I66_QimqC__mD6URGHpRuyCJazhsLVcukB7QUdEacM28ghfz-9kBrb)
25. [queensu.ca](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHgfBqlX4aajsHKkRbUaXPJNxSIFpF7oPnp52Z8K8T26_LYTb1VI0eouskpOEMwnv-MssldzznK3_6mPdzPJD6bn5wDWuoEFfooiB3ajnuuVsQtLlYUNrL3jmzuAqxrt-omvXPsEG57G38Xv_zpa4VBLU2KPKfgpccPG4IRDxUQ1IoqSXB3xzuH9QfavLs=)
26. [emory.edu](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGId4dVRkDJqoZwNbdaj4ZnIxm4nTV2B8LyRawb_ahyfOfUkg-Y1R59kFyUWS-5qIaUTa-NdAO_c78brpG4iUotAv8eg_xm8rW3mpgyig_jELM9-szMf9XAFz4IVOKhvT89eBtlB9o9M7tQWITO0eZIKVN1J9M=)
27. [duke.edu](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHOQc12K_-Z35rtPORFUfWkXCTrbgwTseJ21VlllQ7AejcmcksBfjqWY3TetYrxLFgtbsD2fFtcNg4hwJSSP2fVwpB4uBSXV2u9pYb5XqbkHLRu7LmWI1EcF4d4x0FXU2Dprd-k2Y6c9M2oGpxz2IEuh_kLK85SC8IUudJQrn3N6vgMmbjwz4OwjYLAX7WWXtSFl8BWtLPwJw2zQ2XbJXWiES-dow==)
28. [eurekalert.org](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQG7rzWIOILGun8DE-MwrCWrqa0KSc-x15OJ-RxxwlwV59g_E_mhwBKf8Ycp7N6LtazlrKBg9xqd9CL71iUcXEUXL-QCWpcmOGabz1s7yGcDYYNT_0EtpnMr2sy_RJikVzEJocGKotk=)
29. [researchgate.net](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGSv0E_9rIg_aIOFNf5tFF5wd0xOKLvSaqjhwKGzFPDXAOPrKlSnXh53nQcY6Qyc35r566VsK-omjKWlwrWkMFjtX2ruUVWKmIKjN0S8pWCgFS_Cr-y2KhQtNUL57XbQbDJIF6_oz_Ufcl7FTHdnSgPKOqU63v2Z2Tqz85G-2VjFPzKP59_FL0pcfpapiROZ9-f5u1zjjtmpmVdvuECEdVjNG9DdT-s0J1UhOTJXe4zf2S6D9a6oIpXXSgQPg==)
30. [nih.gov](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHfEIp0k71pTf04PxBzr00r9lhB61-_xbcTM4f_5pwjXDbDouNVZ_Bu6OY7hDTbVvb-eFKEVdRchVLg5BypJ302HvEF3H0iFG5fhfgm5XJ6VKgevQLqxoao1ul3qwRLDZuyoX0Eso-n9A==)
31. [nih.gov](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHXfSsMYa_S0Kt9-0XDOA6gg1yDAP6OiRNc1lOPr4fOdFKKotZRfP25W1TSKbj9qSK_pKbuDAsseXr56LNf3y5TCVh8qpMVYvXu8vM6jjulcknQaQ-WdxBCeufPu0mrlq-kRZcArBf2uA==)
32. [frontiersin.org](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFnf0nQe-4_bM5_0Va0WdDdASazn5TrA5EyqYZG0DvuQLFL8Yj_ElzQJ65zhz0EYKFvKZuJvyyCW5jK_vu7IXpogkzrh68a0xt1tt7NXWv82uV5H97b24lYReojm2n9uws_kpGEjXVfhsWMOfz8Q20FjslCzybv6DsD1YroGaGFCSIFBP3kZjLlaKdGfrou)
33. [osf.io](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFVw_Bu5CV-TBlR7doI7JbXf5Pa1kPZux5YXDRm7LJ2ILSFjw4lTzJu5l3_0sGXuDOfkSqdeY2GlEMo25EJAP8-P3HaQHG5zi5oi0w2Ge514FkKTg==)
34. [nih.gov](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGhU2TT-SbosxxqXYoXhTCKKWaLb889AxnUvQfnVjihXzqpQtNSdQWU70e3Kas0VT4dEKz9giJqPtUYpxVysZtRawDPw_0qBm2x3vBbtT4kNttzcjFIFoLx9KX7PARMzw==)
35. [byu.edu](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQG9Le2qDQ5GKtAFKo1bL0Y7TjiDqLoPKhSpCEK2t767uQd5SqnAyrPez1DJQSWzsH5j927yDc2jViiWsZl6VvMES9NeVsRPKzhacMbzzxUX1usxVtfA4_TVuF7eaZWQxeapdRwyX0TvBHOhXsbnWXj3-bDWeLLpaoE2qE-pOS5a4OMl)
36. [frontiersin.org](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFLsq_Z-5G45B40pTX7Tqu5B5pgJxN_8WYaBaLmGKFcdtZueGuI6QAmiX3k2miZW8Fm1vwJCTROeMAQSxtv-hNNRPfwc1cwB6IdoXsKTHTAlHLpYRIWTQQonyeHxePwV9m9SKKV6MQHx47yp507VOZQugz0yF50C6YtJlKT4-uYCNHmP7LaDVcCTf0OR7WgJriLCK87BQ==)
37. [frontiersin.org](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHHWO3ccTGYQKW201KePXvZtMg3KuC8lUuexQzqG7dsMFz1vhw0RpyPKhpc_DRgS6v2hZqBPuuW2KCTXKQcBKgvowUJUrd0u40nlOJ7S556elfwivUo8xYr5LleiO1I7NkBk4Yd-yJj6DCJd5nvNo-b8l-q0_sBuboUpy9d1g8VBvtbFlE8z8wQxyv34g==)
38. [nih.gov](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQE_yD0NJEPf56fKINnNDg_CaKRh3y1QayYb6xO8MKtII6q99VgTaoy5eGH0trRpO8eXWjDU_pRI15_sSLdjdLjh10FVQOjuHORBc_WXJd2sDnkX9Xx0q5Y0NlvvqIwGdA==)
39. [nih.gov](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQG37p1blenLty6ai8T4QBpsmBaGWu97vSbjm5tLrUOEFH5bLoMTO8ZZcO7Xm-EeHDQ8YkohaOaXaM_mZFatRYhkWb7nLRVTBNDnGoQjp4Oo-Tc3wi_lq8zJDXe4Rn3xJi1nfJ1jO54cfg==)
40. [researchgate.net](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEakkK6mlweG2gkJTtzg2RTabWXPJstG0skRtT6Z5B_QJ7SIMZ1St2a_a77IT-gKc_FF8jjOb4n0Y1babURuW9AyLzB4RgtMcUfOgXiXHqcTJYxi4jcbbuuKSbydnfv2GHm6KXT5zBlpKneNR0RB_fHRYODf45A3ORx8RM8VVdJE7ZU25Rm7q1Mp0X6_y9-Kng1a6aROe76OGM-BUFZqX0SFAMRdfsulogUcurFgIIgK666jJz4j9EeF-CyQ9OT)
41. [nih.gov](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEJwOLvsDIt9HntcReI4P10K5d1rSGf_uANfRTMDJl4_bcUFUdjO78BogOP196vj_iiWSQBWsISR2WUbwzSLJrBKH72OlUFoUE_cpp6CVJHeySqyijoDTErtCVIY4gEhw==)
42. [researchgate.net](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFlm-ociCXm0Sgz5ZnQmRswN11RNapkVp8t2yzfti0MHt-2PlDZE0tCib5edhH_HLrsjcg0-tHd0gRq79RLhQzdRDeuTP4n3zW_yB_Gujn-Xvli0ReaMMp7B0lU_xAhZwjqLCi3jYYNnyBEq86s9wqil618CvdQZVOQAPwwzZA2MDkui2bmNPBBRksLjXykvlA2UuKxYOVazs-mfTiPdmOvteQGuM28ibX8raaOqe0xTElXiOEpRTvCiZr5kjrgjuE5NV4S7iLivsIgzhxck2TW9ZlZxCEEMTt8jbJuiJ-LrlC7TqXkxTxJpF2WYZo4Nf1Y2t2KuILLQos-Iy7r7NhTPv3p)
43. [mdpi.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFNmCeVCXPIRL70TJuzlkY3ucqthcjnOc8YsJEILRcuRJ_8EZ0jRywEw_4akrVyKEBMU6lbNyz8yge1cN-CfLYCh4NIZ9PStgnpeozB98DpJ-tsnFDEUN3MhK04Kg==)
44. [ku.edu](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHmCKaw9ZZnKQrNI3KCfvM-2QwREOWl2rkw8Tofhubnchv4ka1ynnKTt3LY6XiM1j1TM24sePL0MTeuqgjGeOrAmVzDOjxsyJ7eieMwon1_beeIJGIl-S7ZrWmQG8exSnU4S3HJ6AV5jUDjFLvsQABdXaYXKX5X2gOGrDHkD4ldj2EMNRGxloeBweDKzYw=)
45. [researchgate.net](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHl0057rIFMDUK_LwxzyCY79kCs7ml8URsuDJUtdp2deIGFX8bkDlQT906Ek5K0Fk2Ug3i3qGvZTVVWoSd9MXSX_qlYLLR8ZP-zc_hRIaqHX8F0fu-jRvqnDirl6wrT5pof-htDGg-Qxt3QEtgF1Ze9BvcvKkBulms_chpSdwBHVZDKW65cXp-3QGxH70LG0rq54i1iPnh9J5TTNfVL)
46. [core.ac.uk](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFnSmIOi1XZsNU6isjQJKGkPYoHwgB1UEwciypCSJeJRtkOPDB_TOeKqHJDvFZv6--KbUNkFTSh3Zq5nxFvo9MJwZSW9bSzHzFaAZ0pmWiyTzMgs-ISFvHbUl7OSSjwGkuyAkw=)
47. [researchgate.net](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFqN7pMB9TNQ-yDiRUbfs3ajfoOWV2eCWgE4ayzQGqCftAnLwecoucqEwKoQ8HnJFYaBNdKWnnQxSNyKzwYW-DjDiOxynw_WcWB66ea9ptaPid5c6oTLy1XbpOx4UhkRlAIZNsvz025oBFf4kH8TJJcUaAfixFYtmfAcz9H8VVyegICUQDTDnTUQFAvK3JlM-gfZkgJepD21p4EWDDIrjWoFQqu1M8Ydg==)
48. [botdog.co](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGPceG3RQh4Sc0XVbKQP-Dkc3y4wu0Ppf9bS-TWceBIgW_1fk_yaLR_zEETi5iabSF-yNVnrZjyMjD5z-jHNiDfZtGkh8ewTin97BqEE84K277J8cpbiT9nxh1LXxlozxUKtrc1K2mfHgAf)
49. [hootsuite.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHvKiSul-wZp1YjAOIBKBVEiMweRwwyCcPN3azULblOqpDgGgLAKITK_b-Mc-WhQumWBb59ax6Y-YLJ4jaxegfbLRsfCqXkXhDcfFjo18cfj1oKSD4wrNCgh6mEUQpEOuDZux6A)
50. [mercermackay.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHswtzo17aNdifVK96TFRUAm48LI6seAp9B9dP5V5CIiNB-qGft0xvARsVgdqhGTxxDt9pBdFEeKIb1vEHoEwKUkVexx8phvyo3E6aObHJMgEBpP3Ae9hMUWdD-10aHb18R75naXZBAD3WZAew23jNAYcC27k0U5NygRMK0HS1vK7bX9TkP6TpTYWX8asVnAUq3UtEFLW5R-FLb)
51. [redactai.io](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQE9CPPkHV0V7T5NLA4BU4J-q33eC5jDOoAuPx7Q-1JVhaBfz60BwRQsjSXWb6KyexXEYMeuiwsu0VTpdNbsOxkElmvUZ4XjtIFXsc04Eg2xofVu8BHjMJFYE2PmU99K0loc)
52. [emerald.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGA5arzgu5J0dTulCKPDqbjVVE1QWI80hyUMT1ZGJxl2A7DjjLbWx4iLcf1PuTyvFC4oK4PdGNLPcakbLaLbSjOuLwbtjBFxKDIod847u-ytDhW3QPAr1c6T_6icpF3ae5GmWL8pg2qj9xnkFLgABXR3XNBz1qJkvsapo50YU5PPTzFVjwrgzMLzC2MrL8cTo4J0khZZxMBAIGd0HFfdrocyWc-xlaPwaUs5w==)
53. [emerald.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGJ9W7BrjvdV4ZLp98tqgkElAaMmGUbJYNPqFoV80wIm25RQyH4WiaaSIgtVkx6tcDFb0d0eRkFcxycfsaLIdAwrFkVwIHTTN1uxMgBcJVXKY5ADTAOc7uN2G8PT-UjOUePjcxcgZy4InSzyiNJhQx8I7BlV-nzWDzajQKuzKnuSaKNEEJDWoKiwG2_TWaIUERYBlPQko36G3JIfKw=)
54. [researchgate.net](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFRi9yw5rQBCsjQBpuXYACuI-xNJjTIGR4qZ5bd5Kh8RwBOUW_pytDqcR87wsyAoOKzaAJZkFCa7Ut6NyDdUeexN9ho7OuG5AkuTqUOmYeo0z9vxAWtkTR8vNskk3GKQuqaUIqkAnHobSq7_1DJehSzIhRoyBWV-Ecrx2Egf19b1t5fgnmK_zqvxdkCM_o-pJ7NqrP6C5VnGYrFftRQOMjxTVBBe1KUXENwm4m7QKCGNrcSLaMFs93XiqGqLg==)
55. [uva.nl](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEJQSf_CS4g2-glWvygh6BPmYJfqf7FIoEpi-yzu5dHcn11nWBJQ16s32jEphFAW2flsGJSH9WUgReixcU-X4WKdG86-PHRn6LzDbDahgYDcar8eOXZD_uH6QkkOv4rm8q1I_Tq5JqGGoYT-NPQaad4ZPLKTdUeo_RQ2ODUT-KX76j6oUWUgm8C1y9dWFT2WvSOAPQ9kZUBOIQ_evLwXGHDtQz4vusIi6HTcGJsWyv-RPGx4Lgsfa8u-fNE4qvusTF9kDFYwi6yFnWrWUAlA1d28LkE)
56. [mdpi.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGffaqGijUmFB7Ckg9GBehsUDnz8wVkX8uJvjbhhvax1OkRlcf0LjTPMn-6RPG11RPVP-goZ09Qh8yh477QCkHseh4nSSgN-3l9FjzEGWkkkpqIxXbv0BNKsBmVM5Q=)
57. [researchgate.net](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGoZvi095nbN-k3_m0C3i-sjsUsq-gpifpdfxqcdUxIkIMixQMb63UxlMykYh_ZsXksgK09WWt2spFtGcbtMbzXD5QkodcJUShZRqSNdapftMLJFfuP37axyONh_IlQLjkdlJkXkJvKwefFE5KCnMsSyKX0Wax4C2VdXOrcbw06LFylo-W8NN5C3wQAs-vFN4_9bw48HN3zj8ufv_jmiIiYRrOVmTqvCsWvCg7He7KkDV_EbaqvYK8WblFzTCU=)
58. [researchgate.net](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEZ1tSu01MulbWq_sG07hzTGRTc6KKG4F9PzJsO9wU4KxHtRes980eJXQ6mhI2xM3TQ6hat6QaX0T7KlhbGP42mw77rV-uyWLtQsjZQcCGLsEoCPVHtqnUycoF9fOF54Kel8-psPHoORyJV6u3Bi38hl79QKKSCSMDaEhZzQyZAKKNykE3dg0eG5VKN0oYNzdKE8x-p9YML-ipwKtcYtENb)
59. [nih.gov](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHRGe1jpBGDiMfhilLKFrAs248JEtGFeepBtEjSDDe4pXODJKs6YIbUxyOkYP6sZZzSPfRXoIyUV7qXy62UZCKCmujE51qckdlHOW4C7vhi1ZRx3ECHeMtA1B8Blksn9Q==)
60. [nih.gov](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEnpPPOTTnbbP4Gw0nX2w9Vh8YdFoZ4gxlrMqgDk9hXgnKkpUHO_y2Qd0mIy3ZT4X9Wmbfou-EklirFud79u3n89PggsFUeUj43mcGNJ-ve_AwufuG0A3OqQb5cqWDJy5-gf4ibQgDu)