Jivaro Trust Center
Evidence, Sources & Research Standards
This page explains how Jivaro evaluates evidence, sources, claims, uncertainty, conflicts of interest, and practical usefulness across articles, news, reviews, research, apps, tools, and guides.
Jivaro’s standard is simple: stronger claims require stronger evidence. Health, science, finance, research, and other high-trust topics receive extra scrutiny because weak or misleading claims can affect important decisions.
The level of certainty should match the quality and relevance of the evidence.
Original studies, official documents, filings, and documentation are preferred where possible.
AI summaries, outputs, and generated text are not treated as evidence.
Limited, conflicting, early, or indirect evidence should be clearly labeled.
Scope of these standards
These standards apply to Jivaro content whenever evidence, claims, recommendations, reviews, data, or practical guidance matter. That includes blog articles, evergreen explainers, news coverage, research articles, reviews, technology guides, finance content, health and science content, apps, tools, store resources, and digital products.
Formal research submissions may follow additional Jivaro Journal policies. These sitewide standards explain the broader evidence approach used across the platform.
Core standard
Jivaro evaluates claims by source quality, evidence strength, relevance, uncertainty, conflicts of interest, and practical usefulness.
Core principles
Evidence before certainty
Jivaro should not present a claim as established unless the supporting evidence is strong enough for that level of confidence.
Primary sources first
When possible, Jivaro prioritizes original research, official documentation, regulatory materials, filings, prospectuses, source documents, and direct data over summaries or commentary.
Context matters
A finding may be true in one population, market, product category, software version, or study setting but not apply broadly. Jivaro should explain relevant limits.
Uncertainty is not weakness
When evidence is limited, conflicting, indirect, early, or speculative, Jivaro should say so clearly rather than forcing a stronger conclusion.
Personal experience is context
Anecdotes, personal experience, and case examples may help explain a topic, but they are not treated as proof that a claim is generally true.
Useful does not mean overconfident
Jivaro aims to give readers practical guidance while still distinguishing between what is known, what is likely, what is uncertain, and what is speculative.
Health and science evidence hierarchy
For health and science topics, Jivaro generally weighs evidence in the following order. The exact strength of evidence also depends on study quality, sample size, population, endpoints, bias risk, conflicts of interest, reproducibility, and relevance to the claim being made.
- Systematic reviews and meta-analyses of relevant human evidence, especially when methods are transparent and study quality is assessed.
- Randomized controlled trials with appropriate design, controls, endpoints, duration, and statistical analysis.
- High-quality prospective cohort studies that follow participants over time and account for major confounders.
- Other observational studies, including case-control, cross-sectional, registry, and retrospective studies.
- Mechanistic, laboratory, and in vitro studies that may explain biological plausibility but do not prove real-world clinical benefit.
- Animal studies that may support early hypotheses but may not translate to humans.
- Case reports and case series that may identify unusual patterns or signals but cannot establish broad effectiveness.
- Expert opinion that may provide context but should not replace evidence.
- Preprints that should be clearly treated as not yet peer reviewed.
- Anecdotes and personal experience that may be useful for illustration but are not proof.
Claim-strength language
Jivaro may use claim-strength language internally or visibly in articles when useful. These labels are meant to help readers understand how strong a claim is, not to create a rigid scoring system for every page.
Established
Supported by strong, consistent, relevant evidence and broad expert or institutional agreement where appropriate.
Supported
Backed by meaningful evidence, but with some limits related to population, study design, duration, endpoints, or certainty.
Promising
Encouraging evidence exists, but more research is needed before strong claims or recommendations are justified.
Uncertain
Evidence is limited, conflicting, indirect, too early, or not strong enough to support a confident conclusion.
Speculative
Based mainly on theory, mechanism, early evidence, analogy, or hypothesis rather than strong real-world evidence.
Not recommended
Evidence does not support the claim, risks outweigh likely benefits, the claim is misleading, or the topic requires professional care rather than general advice.
Health and science standards
Human evidence matters most
Jivaro should only present an intervention, supplement, drug, test, behavior, or health claim as working when the claim is supported by relevant human evidence. Mechanistic, animal, or early evidence may be discussed, but it should be clearly labeled.
Promising is not proven
When evidence is encouraging but incomplete, Jivaro should use language such as “promising but not proven,” “early evidence only,” “mechanistically plausible but not clinically established,” or “not enough evidence to recommend.”
Clinical caution
Health content should not replace diagnosis, treatment, medication management, emergency care, or advice from a licensed medical professional. Supplements, drugs, diets, tests, and interventions may have risks, contraindications, and interactions.
Absolute risk and effect size
When relevant, Jivaro should distinguish relative risk from absolute risk and avoid overstating small, indirect, or statistically fragile findings.
Study limitations
Jivaro should consider sample size, duration, endpoints, population, dropout rates, funding, conflicts of interest, measurement methods, and whether the result is clinically meaningful.
Changing evidence
Health and science pages may be updated when new high-quality evidence changes the practical conclusion or substantially alters the balance of benefit, risk, or uncertainty.
Finance and investing standards
Official sources first
For finance and investing topics, Jivaro prioritizes official documents, SEC filings, fund prospectuses, company reports, broker disclosures, regulator guidance, tax-agency materials, and other primary or authoritative sources where possible.
No guaranteed returns
Jivaro should avoid guaranteed-return language, hype around trading systems, unrealistic passive-income claims, and content that suggests readers can reliably earn money without risk, work, taxes, volatility, fees, or loss.
Education, not personalized advice
Finance content is educational. It should not be presented as individualized investment, tax, debt, legal, retirement, or financial advice, and it does not create a fiduciary relationship.
Risks and tradeoffs
Finance content should discuss relevant risks, fees, liquidity limits, taxes, conflicts of interest, time horizons, diversification, volatility, opportunity costs, and who a strategy may not fit.
Data quality
When using market data, platform data, returns, rates, performance figures, or rankings, Jivaro should consider source reliability, dates, methodology, survivorship bias, and whether the information may change.
Commercial disclosure
If finance content includes affiliate links, sponsorships, product relationships, or other monetization that could be relevant to readers, Jivaro should disclose it according to its Affiliate Disclosure and editorial standards.
Technology, apps, and review standards
Hands-on vs. desk research
Jivaro should clearly distinguish hands-on testing from desk research, product research, documentation review, user-report analysis, or general commentary.
Specs vs. real-world use
Technology coverage should distinguish manufacturer specs, benchmark claims, marketing language, and theoretical performance from real-world behavior and user experience.
Official documentation
For software, platforms, APIs, tools, and technical claims, Jivaro should use official documentation, changelogs, developer docs, standards, release notes, and primary sources when possible.
Limitations and fit
Reviews and recommendations should explain who a tool, product, service, or app is for, who it is not for, what its limitations are, and what assumptions affect the conclusion.
Privacy and data handling
For apps and tools, Jivaro should explain relevant privacy, data handling, local storage, third-party processing, AI-service use, and security limitations where applicable.
No fake testing claims
Jivaro should not claim a product, app, service, or platform was personally tested if it was not. If a recommendation is based on research rather than direct use, that should be clear.
Source standards
Primary sources are preferred
For serious claims, Jivaro prefers primary sources, including original studies, official statements, regulatory documents, filings, prospectuses, standards, documentation, and direct data.
Secondary sources provide context
Reviews, explainers, reputable journalism, expert summaries, and institutional commentary may be used for context, but they should not replace primary sources when primary sources are needed for a high-trust claim.
Low-quality sources are limited
Jivaro should avoid relying on low-quality blogs, anonymous posts, unsupported social media claims, promotional material, or low-transparency websites for medical, scientific, financial, legal, or other high-trust claims.
News verification
For current events, Jivaro may use reputable news outlets for context, but important claims should be checked against primary sources, official statements, direct documents, or multiple reliable reports where possible.
AI is not evidence
AI-generated summaries, chatbot outputs, generated citations, and automated answers are not sources. They may help organize work, but they must not be cited as evidence or treated as proof.
Source review before publication
High-trust claims should be checked against appropriate sources before publication. If a source cannot be verified, the claim should be removed, qualified, or clearly treated as uncertain.
Uncertainty, disagreement, and updates
Limited evidence
When evidence is limited, Jivaro should say so. A lack of evidence does not always mean a claim is false, but it does mean the claim should not be presented as established.
Conflicting evidence
When credible sources or studies disagree, Jivaro should acknowledge the disagreement and avoid implying that one study or one expert settles the issue.
Preprints and early findings
Preprints, small trials, animal studies, early-stage technical results, and speculative finance or technology claims should be clearly identified as early or uncertain where relevant.
Last-updated discipline
High-trust evergreen pages should use meaningful updates when important evidence, regulations, platform rules, product details, rates, or practical conclusions change.
Corrections
If a meaningful error is identified, Jivaro should correct, clarify, update, or remove the affected content according to its Corrections Policy and related editorial standards.
Practical uncertainty
Jivaro should explain when a question depends on personal circumstances, health status, risk tolerance, jurisdiction, device, platform, market conditions, or professional advice.
Conflicts of interest and monetization
Jivaro may earn revenue through ads, affiliate links, sponsorships, digital products, services, apps, software, donations, and other platform-related revenue. Those incentives should not determine whether a claim is true, whether a recommendation is useful, or whether a limitation is disclosed.
Commercial relationships should be disclosed where relevant. Jivaro should not hide important risks, limitations, costs, conflicts, or alternatives because a product, service, platform, or tool may generate revenue.
Editorial independence
Revenue may support the platform, but it should not buy conclusions, rankings, claims, citations, research outcomes, or editorial decisions.
Personal experience, opinion, and analysis
Personal experience
Personal experience can make content more useful and concrete, especially in reviews, tools, finance journeys, health stories, software use, or practical guides. However, personal experience should not be treated as proof that something works for everyone.
Opinion
Opinion content should be identifiable as opinion or analysis. Opinions may be strongly argued, but factual claims inside opinion content should still be accurate and appropriately sourced where needed.
Practical recommendations
Recommendations should explain the reasoning behind them, including assumptions, tradeoffs, uncertainty, and who may not benefit from the recommendation.
Relationship to Jivaro Journal and peer review
Additional journal policies
Formal research submissions to Jivaro Journal may follow additional policies, including author guidelines, peer review procedures, publication ethics, conflict-of-interest requirements, correction and retraction procedures, and data-availability expectations.
Blog and news are not peer-reviewed research
Jivaro blog posts, news articles, reviews, explainers, and guides are not the same as peer-reviewed research articles unless they are clearly labeled as such.
Peer review has limits
Peer review can improve quality and accountability, but it is not a guarantee that a conclusion is true, final, complete, or free from error.
Editorial standards still apply
Jivaro’s editorial and research standards apply across the platform, while formal journal policies add stricter procedures for submitted research manuscripts and published research articles.
Accountability and reader feedback
Jivaro’s evidence standards are meant to improve quality, not to imply perfection. If readers identify an error, outdated claim, missing context, unsupported statement, broken source, undisclosed conflict, or unclear uncertainty, they can contact Jivaro through the Contact page or Corrections Policy process.
Jivaro Trust Center
Trust Center pages
These pages explain how Jivaro handles editorial standards, corrections, disclosures, privacy, accessibility, monetization, research standards, and user-facing policies.