{ "nodes": [ { "id": 1, "label": "Query__CQURYPUSER", "query": "What’s the impact on democratic processes when social media platforms start fact-checking political speech during election cycles?" }, { "id": 2, "label": "Origins and Triggers__CQURYFCSRT" }, { "id": 5, "label": "Causal Mechanisms__CQURYFCSMC" }, { "id": 7, "label": "Effects and Outcomes__CQURYFCSFF" }, { "id": 9, "label": "Moderating Factors__CQURYFCSMD" }, { "id": 11, "label": "Early Signals__CQURYFCSCR" }, { "id": 13, "label": "Causal Constraints__CQURYFCSCS" }, { "id": 15, "label": "Concrete Instances__CQURYFCSMCDXMPL" }, { "id": 16, "label": "Social Media Fact-checking__CZVNHPQURY", "query": "What happens to platform-based fact-checking effectiveness when opposition parties have comparable access to digital resources and media influence as ruling parties?" }, { "id": 17, "label": "The Operative Context__CQURYFCSCSDCNTX" }, { "id": 18, "label": "Fact-checking Trust__CLEV3PQURY", "query": "What happens to public trust in fact-checking when the institutions underpinning epistemic authority are perceived as compromised but not formally discredited?" }, { "id": 19, "label": "Baseline Readout__CQURYFCSMDDMMRY" }, { "id": 20, "label": "Fairness In Fact-checking__CFD16PQURY" }, { "id": 21, "label": "Origins and Triggers__CZVNHFCSRT" }, { "id": 23, "label": "Causal Mechanisms__CZVNHFCSMC" }, { "id": 25, "label": "Effects and Outcomes__CZVNHFCSFF" }, { "id": 27, "label": "Moderating Factors__CZVNHFCSMD" }, { "id": 29, "label": "Early Signals__CZVNHFCSCR" }, { "id": 31, "label": "Causal Constraints__CZVNHFCSCS" }, { "id": 33, "label": "Concrete Instances__CZVNHFCSMDDXMPL" }, { "id": 34, "label": "Fact-checking Bias__C4HCZPZVNH", "query": "What happens to the effectiveness of platform fact-checking when opposition parties gain access to state-aligned traditional media during an election?" }, { "id": 35, "label": "What-If Scenario__CLEV3FHYSC" }, { "id": 37, "label": "Key Assumptions__CLEV3FHYSS" }, { "id": 39, "label": "Logical Outcomes__CLEV3FHYCN" }, { "id": 41, "label": "Branching Possibilities__CLEV3FHYLT" }, { "id": 43, "label": "Real-World Takeaway__CLEV3FHYMP" }, { "id": 45, "label": "Concrete Instances__CLEV3FHYCNDXMPL" }, { "id": 46, "label": "Fact-checks Backfire__CRG7MPLEV3" }, { "id": 47, "label": "The Operative Context__CLEV3FHYMPDCNTX" }, { "id": 48, "label": "Trust In Fact-checking__C1PORPLEV3", "query": "What happens to public trust in social media fact-checking when electoral commissions exist but are perceived as biased, even if they maintain technical autonomy?" }, { "id": 49, "label": "Schools of Thought__C1PORFPRSA" }, { "id": 51, "label": "Ideological Framing__C1PORFPRDL" }, { "id": 53, "label": "Cultural Interpretation__C1PORFPRCL" }, { "id": 55, "label": "Implicit Framework__C1PORFPRBS" }, { "id": 57, "label": "Vested Interest Reasoning__C1PORFPRSB" }, { "id": 59, "label": "Concrete Instances__C1PORFPRSBDXMPL" }, { "id": 60, "label": "Voter Trust In Fact-checks__CELGOP1POR", "query": "What happens to public acceptance of social media fact-checking when electoral commissions retain both formal autonomy and perceived epistemic legitimacy, but platforms themselves are captured by partisan interests?" }, { "id": 61, "label": "Origins and Triggers__C4HCZFCSRT" }, { "id": 63, "label": "Causal Mechanisms__C4HCZFCSMC" }, { "id": 65, "label": "Effects and Outcomes__C4HCZFCSFF" }, { "id": 67, "label": "Moderating Factors__C4HCZFCSMD" }, { "id": 69, "label": "Early Signals__C4HCZFCSCR" }, { "id": 71, "label": "Causal Constraints__C4HCZFCSCS" }, { "id": 73, "label": "The Operative Context__C4HCZFCSMCDCNTX" }, { "id": 74, "label": "Election Media Access__CJTZPP4HCZ", "query": "What happens to the effectiveness of platform fact-checking when opposition parties are denied access to state-aligned traditional media but have strong grassroots digital networks?" }, { "id": 75, "label": "Regime Transition__C1PORFPRBSDTMPR" }, { "id": 76, "label": "Election Watchdogs And Trust__CH72CP1POR", "query": "Under what conditions might a fact-checking system retain public trust even when both electoral institutions and political elites are highly polarized?" }, { "id": 77, "label": "What-If Scenario__CH72CFHYSC" }, { "id": 79, "label": "Key Assumptions__CH72CFHYSS" }, { "id": 81, "label": "Logical Outcomes__CH72CFHYCN" }, { "id": 83, "label": "Branching Possibilities__CH72CFHYLT" }, { "id": 85, "label": "Real-World Takeaway__CH72CFHYMP" }, { "id": 87, "label": "Concrete Instances__CH72CFHYMPDXMPL" }, { "id": 88, "label": "Fact-checking In Politics__CKL0BPH72C" }, { "id": 89, "label": "Regime Transition__CH72CFHYLTDTMPR" }, { "id": 90, "label": "Fact-checking Trust__CUXZQPH72C" }, { "id": 91, "label": "What-If Scenario__CJTZPFHYSC" }, { "id": 93, "label": "Key Assumptions__CJTZPFHYSS" }, { "id": 95, "label": "Logical Outcomes__CJTZPFHYCN" }, { "id": 97, "label": "Branching Possibilities__CJTZPFHYLT" }, { "id": 99, "label": "Real-World Takeaway__CJTZPFHYMP" }, { "id": 101, "label": "Concrete Instances__CJTZPFHYLTDXMPL" }, { "id": 102, "label": "Censored Truth Effect__C307IPJTZP" }, { "id": 103, "label": "Baseline Readout__CH72CFHYCNDMMRY" }, { "id": 104, "label": "Election Doubt Spiral__C2FBXPH72C" }, { "id": 105, "label": "What-If Scenario__CELGOFHYSC" }, { "id": 107, "label": "Key Assumptions__CELGOFHYSS" }, { "id": 109, "label": "Logical Outcomes__CELGOFHYCN" }, { "id": 111, "label": "Branching Possibilities__CELGOFHYLT" }, { "id": 113, "label": "Real-World Takeaway__CELGOFHYMP" }, { "id": 115, "label": "Regime Transition__CELGOFHYMPDTMPR" }, { "id": 116, "label": "Election Trust And Social Media__CZA1VPELGO" }, { "id": 117, "label": "Regime Transition__CJTZPFHYSSDTMPR" }, { "id": 118, "label": "Media Access Rules__CA17GPJTZP" }, { "id": 119, "label": "The Operative Context__CH72CFHYSSDCNTX" }, { "id": 120, "label": "Trusted Election Referee__CFKNDPH72C" }, { "id": 121, "label": "Clashing Views__CJTZPFHYLTDCNTR" }, { "id": 122, "label": "Fake News Fix Fails__C9YEUPJTZP" } ], "edges": [ { "source": 1, "target": 2, "relationship": "__anchor__" }, { "source": 1, "target": 5, "relationship": "__anchor__" }, { "source": 1, "target": 7, "relationship": "__anchor__" }, { "source": 1, "target": 9, "relationship": "__anchor__" }, { "source": 1, "target": 11, "relationship": "__anchor__" }, { "source": 1, "target": 13, "relationship": "__anchor__" }, { "source": 5, "target": 15, "relationship": "__anchor__" }, { "source": 15, "target": 16, "relationship": "**Platform-led fact-checking distorts democratic accountability during elections by shifting control to private companies when public trust in election institutions is low.**\n\nWhen election officials are not trusted, governments often let private social media companies control political speech during elections. This shifts responsibility from public bodies to corporate content rules. As a result, decisions about what counts as true or false in politics are made by unelected tech companies. During India’s 2019 election, Facebook fact-checked posts through local partners. This reduced the spread of opposition messages but did not apply the same scrutiny to ruling-party content. Because of this, the system did not fix misinformation equally. Instead, it gave more control over political discussion to powerful groups already in power. The reason is that platform enforcement reflects corporate priorities, not public oversight. These companies lack democratic legitimacy and transparency. When state institutions are weak or biased, letting platforms lead fact-checking changes how fair elections can be. Authority moves from the public to private actors with little accountability." }, { "source": 13, "target": 17, "relationship": "__anchor__" }, { "source": 17, "target": 18, "relationship": "**Fact-checking reduces misinformation only when people trust the institutions behind it because perceived legitimacy determines whether corrections are accepted or rejected.**\n\nSocial media fact-checking during elections affects democracy differently depending on whether people already agree on what counts as truth. This agreement relies on trusted institutions like courts and election agencies. When these bodies are seen as fair and skilled, the public accepts their fact-checks. People treat corrections as legitimate only if they trust the source. In places with strong, neutral institutions, fact-checks help reduce misinformation. They act as a common reference point for voters. But when institutions are weak or seen as biased, fact-checks fail. Users then dismiss them as partisan tools. This deepens distrust and divides audiences further. Without a shared foundation of trust, fact-checking increases polarization. It does not reduce misinformation in such cases. Only where trusted systems exist can fact-checking support democracy." }, { "source": 9, "target": 19, "relationship": "__anchor__" }, { "source": 19, "target": 20, "relationship": "**Fact-checking reduces false political claims only when people see it as impartial, because fairness builds trust and lowers resistance to corrections.**\n\nElectoral systems with clear rules for fact-checking political content on social media see better results. These rules make fact-checking more transparent and consistent. When such rules exist, people are more likely to see corrections as neutral. Independent oversight helps maintain this neutrality. Without it, users may think fact-checking targets their side. This perception increases distrust, especially among politically aligned groups. In the 2016 and 2020 U.S. elections, fact-checking worked best when people saw it as fair. Impartiality was key to reducing false claims. The rules must be set before elections. What matters most is not the technology used but how the system enforces fairness. Fact-checking only succeeds when part of a clear, rule-based process." }, { "source": 16, "target": 21, "relationship": "__anchor__" }, { "source": 16, "target": 23, "relationship": "__anchor__" }, { "source": 16, "target": 25, "relationship": "__anchor__" }, { "source": 16, "target": 27, "relationship": "__anchor__" }, { "source": 16, "target": 29, "relationship": "__anchor__" }, { "source": 16, "target": 31, "relationship": "__anchor__" }, { "source": 27, "target": 33, "relationship": "__anchor__" }, { "source": 33, "target": 34, "relationship": "**Platform fact-checking reduces the reach of opposition claims more than ruling party claims because it depends on digital spread alone, not institutional media support.**\n\nWhen political parties have similar digital tools, platform fact-checking affects opposition parties more. This happens because fact-checking spreads more easily where information lacks support from established media. Ruling parties often have strong ties to traditional media outlets. These ties help their messages spread even if fact-checkers question them. Opposition messages usually rely on social media alone. Without backup from major media, their content faces greater limits when fact-checked. Automated checks and third-party reviews do not treat all misinformation the same. They work more on content from less powerful sources. In elections in Brazil and India, this pattern was clear. Fact-checking reduced the reach of disputed claims from outsiders the most. This was not because those claims were more false. It was because they depended on direct digital sharing. Corrective measures did not reach into systems where state-aligned outlets repeat and spread claims. So, even with equal online access, opposition voices face higher barriers. Platform fact-check activities end up reinforcing the edge that powerful groups already have. The real advantage is not digital access but deep-rooted credibility from institutions. Fact-checking does not fix this imbalance. It can deepen it. Thus, it corrects misperceptions less effectively when parties are digitally equal. The reason lies in how information gains trust across different media systems." }, { "source": 18, "target": 35, "relationship": "__anchor__" }, { "source": 18, "target": 37, "relationship": "__anchor__" }, { "source": 18, "target": 39, "relationship": "__anchor__" }, { "source": 18, "target": 41, "relationship": "__anchor__" }, { "source": 18, "target": 43, "relationship": "__anchor__" }, { "source": 39, "target": 45, "relationship": "__anchor__" }, { "source": 45, "target": 46, "relationship": "**Fact-checks lose grounding and amplify division when the public sees election overseers as biased, because people then treat truth labels as political cues instead of neutral facts.**\n\nWhen election monitors stay in place but lose public trust, their perceived bias harms truth enforcement. Social media fact-checks then fail to unite people around common facts. This happens because public acceptance depends on seeing oversight as neutral and fair to all sides. Without that trust, fact-checks seem like political tools, not truth markers. People start treating corrections as signs of bias instead of accuracy. Repeated warnings from platforms deepen divisions instead of fixing them. Users see fact-checks as partisan signals, not neutral updates. Trust breaks down even if institutions remain legally intact. The damage comes from lost neutrality, not lost structure." }, { "source": 43, "target": 47, "relationship": "__anchor__" }, { "source": 47, "target": 48, "relationship": "**Trust in fact-checking endures when independent institutions are credible because fact-checks reflect their authority, but fails when those institutions are distrusted despite formal legitimacy.**\n\nPublic trust in fact-checking stays strong during elections only if independent institutions already exist. These bodies must be seen as neutral and official, like election commissions or high courts. In countries such as Germany or Canada, these institutions have a history of impartial work. There, people see social media fact-checks as backing what these trusted bodies have already decided. The fact-checks repeat or support official rulings. This makes them seem like amplifiers of truth, not political actors. But in places where key political groups doubt the fairness of these institutions, trust breaks down. In the U.S. after 2016 and in Brazil during the 2018 and 2022 elections, major leaders challenged the neutrality of election authorities. When that happens, people see fact-checks as biased, not because they reject facts, but because they distrust the source. The problem is not lies spreading. It is the loss of trust in the institutions meant to judge truth. When those institutions are seen as compromised, so are the fact-checks that depend on them." }, { "source": 48, "target": 49, "relationship": "__anchor__" }, { "source": 48, "target": 51, "relationship": "__anchor__" }, { "source": 48, "target": 53, "relationship": "__anchor__" }, { "source": 48, "target": 55, "relationship": "__anchor__" }, { "source": 48, "target": 57, "relationship": "__anchor__" }, { "source": 57, "target": 59, "relationship": "__anchor__" }, { "source": 59, "target": 60, "relationship": "**Fact-checks lose public trust when political elites undermine election institutions, making acceptance of factual corrections seem like partisan betrayal rather than truth-seeking.**\n\nEven when election agencies remain legally independent, their ability to support fact-checking depends on public trust. If political leaders consistently portray these agencies as biased, people begin to doubt their fairness. This happened in the U.S. after 2016. Despite having technical resources, the Election Assistance Commission lost credibility among many Republican voters. False claims about vote fraud spread through state actions and national rhetoric. When respected figures frame election processes as partisan, people start to see them as political tools. Accepting a fact-check then feels like betraying one's side. This shift happens more easily in highly polarized times. It also spreads where election control is split across many local bodies. Under these conditions, people reject corrections not because they distrust social media alone, but because they no longer believe the institutions behind the facts. As a result, fact-checks lose support across party lines." }, { "source": 34, "target": 61, "relationship": "__anchor__" }, { "source": 34, "target": 63, "relationship": "__anchor__" }, { "source": 34, "target": 65, "relationship": "__anchor__" }, { "source": 34, "target": 67, "relationship": "__anchor__" }, { "source": 34, "target": 69, "relationship": "__anchor__" }, { "source": 34, "target": 71, "relationship": "__anchor__" }, { "source": 63, "target": 73, "relationship": "__anchor__" }, { "source": 73, "target": 74, "relationship": "**Fact-checking loses effectiveness during elections when opposition parties can use state-aligned media, because institutional amplification allows their claims to spread despite being flagged as false.**\n\nDuring elections, opposition parties sometimes gain access to state-affiliated media. These traditional broadcast channels reach large audiences. They carry institutional weight. This access changes how political speech spreads. Fact-checking on social media aims to reduce the reach of false claims. It works by flagging content and limiting its spread. But such measures lose power when claims also appear on trusted broadcast platforms. State media coverage gives opposition claims visibility. That visibility comes from institutional backing, not truth. As a result, flagged claims still spread widely. Social media moderation cannot block traditional media distribution. The effect is the same for ruling and opposition parties. When both sides use high-visibility channels, fact-checking fails to limit reach equally. The system works only when one side lacks media access. During India's 2019 election, this pattern was clear. The Election Commission and Model Code of Conduct allowed opposition parties to use official channels. Claims rejected by fact-checkers still gained public attention. Institutional amplification replaced algorithmic gatekeeping. Therefore, fact-checking is less effective under these conditions. Its impact depends on who controls media access." }, { "source": 55, "target": 75, "relationship": "__anchor__" }, { "source": 75, "target": 76, "relationship": "**Public trust in social media fact-checking declines when election bodies, though technically sound, are seen as partisan due to repeated political attacks.**\n\nIn democracies, election bodies can stay independent but lose public trust if political leaders keep attacking their decisions. This has happened in the United States and Brazil after 2016, when disputes over election results grew intense. Even if these bodies follow the rules, constant partisan criticism weakens their image of neutrality. People begin to see fact-checking by social media as biased, not neutral. They link it to a political establishment they no longer trust. As a result, users reject fact-checks not because the checks are wrong, but because they think the system behind them is rigged. Trust in online fact-checking falls not due to fake news, but because the institutions it relies on are seen as partisan. When people no longer see electoral watchdogs as fair, they treat fact-checking as political weapon use." }, { "source": 76, "target": 77, "relationship": "__anchor__" }, { "source": 76, "target": 79, "relationship": "__anchor__" }, { "source": 76, "target": 81, "relationship": "__anchor__" }, { "source": 76, "target": 83, "relationship": "__anchor__" }, { "source": 76, "target": 85, "relationship": "__anchor__" }, { "source": 85, "target": 87, "relationship": "__anchor__" }, { "source": 87, "target": 88, "relationship": "**Fact-checking loses public trust when political forces challenge constitutional referees, because distrust in official institutions spills over into private oversight.**\n\nWhen major political forces repeatedly question the neutrality of constitutional oversight bodies, public trust in non-state corrective systems like fact-checking erodes. This happens even when these bodies follow rules fairly. In the United States after the 2020 election, many actors viewed content moderation as biased. They did so because they already distrusted courts and election officials. This shift turned fact-checking into a symbol of contested power, not neutral truth. The loss of trust does not come from errors in checking facts. It comes from broader disputes over institutional legitimacy being transferred to private platforms. As a result, fact-checking loses public credibility. No fact-checking system can sustain trust without at least one major political group accepting constitutional referees as legitimate. Trust in corrective systems depends on preexisting agreement about these referees." }, { "source": 83, "target": 89, "relationship": "__anchor__" }, { "source": 89, "target": 90, "relationship": "**Public trust in election fact-checking endures when verification systems are proven over time to resist capture by any political side.**\n\nIn some democracies, election officials are independent in name but frequently attacked by powerful political figures. This weakens public trust in institutions that judge truth. People start to doubt bodies like election commissions, even when they act correctly. Fact-checkers depend on these institutions to back up their work. When those institutions are seen as biased, fact-checking is dismissed, not because it is inaccurate, but because people no longer trust its sources. In Brazil and the United States, repeated challenges to election results have deepened this distrust. Yet fact-checking still works in places where it operates apart from government and tech companies. Germany shows how this can succeed. Its fact-checkers are run by a network of independent experts from many fields. They have stayed credible over several elections by being fair and open. Trust in fact-checking endures not because disagreements disappear, but because the system has proven it is not controlled by one side. Over time, this allows most people to accept corrections, even in heated political climates." }, { "source": 74, "target": 91, "relationship": "__anchor__" }, { "source": 74, "target": 93, "relationship": "__anchor__" }, { "source": 74, "target": 95, "relationship": "__anchor__" }, { "source": 74, "target": 97, "relationship": "__anchor__" }, { "source": 74, "target": 99, "relationship": "__anchor__" }, { "source": 97, "target": 101, "relationship": "__anchor__" }, { "source": 101, "target": 102, "relationship": "**Fact-checking backfires when opposition groups lack traditional media access but maintain digital reach, because unequal visibility makes their supporters interpret moderation as censorship, amplifying belief in unverified claims.**\n\nWhen opposition parties are left out of mainstream media but have strong online networks, fact-checking on social platforms can backfire. These parties spread their messages through encrypted apps and decentralized networks. Their content avoids moderation and spreads quickly. Ruling-party messages, already boosted by state media, are more likely to be fact-checked and labeled. This makes supporters of the opposition see the fact-checks as political attacks. They believe the flagged content is truthful but suppressed. The imbalance in media access shapes how people view fact-checking. When one side dominates traditional channels, labeling its claims as false reduces their reach. But ignoring the other side’s claims lets them spread unchecked. People notice which messages get corrected and which do not. They interpret this as bias. Over time, opposition supporters trust fact-checkers less. They see censorship where others see oversight. Fact-checking then fails to reduce false beliefs. It strengthens belief in the opposition’s claims. This effect was clear during Brazil’s 2018 election. Data showed fact-checks reduced engagement with pro-government posts. Opposition narratives gained support as hidden truths. The key reason is uneven media presence. One side gets repeated exposure on trusted outlets. The other does not. This difference makes fact-checking seem unfair. It increases distrust. The result is clear." }, { "source": 81, "target": 103, "relationship": "__anchor__" }, { "source": 103, "target": 104, "relationship": "**Public trust in fact-checking collapses during high-stakes elections because systemic bias perceptions spread to all sources relying on contested institutions.**\n\nWhen election systems keep their legal status but lose public trust because people see their decisions as biased, something deeper happens. This loss of faith spreads to private fact-checkers even if they are accurate. In the US and Brazil after 2016, repeated attacks on vote counting made agencies seem partisan. People no longer saw them as neutral. This skepticism fed on itself. Once seen as tools of bias, any claim backed by these bodies was doubted. Fact-checkers who relied on official results lost trust too. The cycle deepens as distrust extends to any source that depends on the system. Even neutral audits fail if the public no longer shares basic beliefs about truth. Trust in fact-checking breaks when the system's fairness is already in doubt." }, { "source": 60, "target": 105, "relationship": "__anchor__" }, { "source": 60, "target": 107, "relationship": "__anchor__" }, { "source": 60, "target": 109, "relationship": "__anchor__" }, { "source": 60, "target": 111, "relationship": "__anchor__" }, { "source": 60, "target": 113, "relationship": "__anchor__" }, { "source": 113, "target": 115, "relationship": "__anchor__" }, { "source": 115, "target": 116, "relationship": "**Social media fact-checking loses public trust in polarized times because loyalty to political groups leads people to reject facts that challenge their side.**\n\nIn countries where election systems are legally independent, public trust in social media fact-checking still declines when political leaders challenge the legitimacy of elections. This happens even if election agencies work well and fact-checkers are fair. The reason is not just bias on social media platforms. Instead, people's loyalty to their political group shapes how they see facts. When party leaders claim election processes are biased, their supporters reject fact-checks to stay aligned with their group. This effect is stronger in places like the U.S., where election rules vary by state. These local differences give national leaders openings to spread doubts. As polarization grows, accepting a fact-check can feel like betraying one's political side. So people dismiss corrections, not because they are false, but because accepting them feels like a personal cost. When political identity weighs more than facts, fact-checking loses power—even if election offices remain competent and neutral." }, { "source": 93, "target": 117, "relationship": "__anchor__" }, { "source": 117, "target": 118, "relationship": "**Fact-checking loses power when opposition parties can use state media because official broadcast access gives their claims early credibility and wide reach.**\n\nWhen election watchdogs require fair access to government-linked TV and radio, the gap between traditional media and online platforms shrinks. Opposition parties can then use these official broadcast channels to spread their messages. These channels carry official weight, so claims made there avoid the usual checks that online content faces. During India's 2019 national election, the Election Commission enforced rules that gave all parties fair media access. This made broadcast content more influential than digital fact-checking. Once a claim airs on official TV or radio, it spreads widely before online fact-checkers can respond. The public treats it as credible because it came through sanctioned channels. As a result, fact-checking online no longer controls the narrative. Official broadcast platforms give political messages a head start. This head start lets false or disputed claims gain traction. Digital verification becomes a step behind, not a gatekeeper." }, { "source": 79, "target": 119, "relationship": "__anchor__" }, { "source": 119, "target": 120, "relationship": "**Social media fact-checking stays credible only when a widely accepted election referee exists, because people accept neutral truth only when it comes from a trusted common source.**\n\nIn democracies, fact-checking on social media works only when people trust a shared authority to judge election truth. This trusted body could be an independent court or a long-standing nonpartisan election commission. When such a body exists and all sides accept its rulings, people see fact-checks as neutral corrections. Without it, users see fact-checks as political acts, no matter how accurate they are. In countries like the United States and Brazil after 2016, major political groups no longer accept one central election referee. Fact-checking platforms then take the role of judge, but they lack deep public trust. People apply their own side's views to decide what counts as true. This happens because no official body is seen as neutral or fair by all. Fact-checks are then judged based on loyalty to party, not trust in the institution. Public confidence fails not because lies spread easily, but because no institution holds firm support across rival groups. Trust in fact-checking lasts only when a respected, neutral group already sets the standard for truth." }, { "source": 97, "target": 121, "relationship": "__anchor__" }, { "source": 121, "target": 122, "relationship": "**Fact-checking loses power when excluded political groups build trust through digital networks, making public belief depend on repetition and relatability, not formal verification.**\n\nWhen opposition parties cannot use state-controlled media, they turn to digital networks. These networks rely on trusted community figures, not official sources, to spread information. Without access to mainstream outlets, opposition messages grow stronger online. Fact-checkers lose influence because people trust familiar voices more than formal verification. In places like India and Brazil, this pattern repeated during recent elections. The public listens to repeated, relatable claims, not checked facts. Fact-checking fails not because it is biased or weak, but because people depend on alternative information systems. The deeper the exclusion from official media, the more people rely on their own networks. This shift means truth checks matter less when official channels shut out certain voices." } ], "query": "What’s the impact on democratic processes when social media platforms start fact-checking political speech during election cycles?" }