home / beendefrauded.substack.com / item 47198538
Model Comparison
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Model Editorial Structural Class Conf SETL Theme deepseek/deepseek-v3.2-20251201 +0.21 +0.00 Mild positive 0.43 0.37 Property & Remedy @cf/meta/llama-4-scout-17b-16e-instruct lite +0.40 ND Moderate positive 0.80 0.00 Consumer Protection @cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.40 ND Moderate positive 0.80 0.00 Veteran Rights claude-haiku-4-5-20251001 +0.28 +0.22 Mild positive 0.61 0.12 Consumer Protection & Victim Justice
Section deepseek/deepseek-v3.2-20251201 @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite claude-haiku-4-5-20251001 Preamble 0.12 ND ND 0.21 Article 1 0.18 ND ND 0.16 Article 2 0.31 ND ND 0.26 Article 3 0.46 ND ND 0.39 Article 4 0.00 ND ND ND Article 5 0.00 ND ND ND Article 6 0.24 ND ND 0.13 Article 7 0.18 ND ND 0.28 Article 8 0.52 ND ND 0.43 Article 9 0.00 ND ND 0.18 Article 10 0.30 ND ND 0.23 Article 11 0.00 ND ND 0.28 Article 12 0.00 ND ND 0.13 Article 13 0.00 ND ND 0.33 Article 14 0.00 ND ND 0.23 Article 15 0.00 ND ND 0.18 Article 16 0.00 ND ND ND Article 17 0.36 ND ND 0.23 Article 18 0.00 ND ND 0.28 Article 19 0.18 ND ND 0.48 Article 20 0.12 ND ND 0.33 Article 21 0.18 ND ND 0.38 Article 22 0.30 ND ND 0.28 Article 23 0.24 ND ND 0.31 Article 24 0.00 ND ND 0.18 Article 25 0.18 ND ND 0.26 Article 26 0.20 ND ND 0.50 Article 27 0.00 ND ND 0.23 Article 28 0.18 ND ND 0.38 Article 29 0.00 ND ND 0.13 Article 30 0.00 ND ND 0.10
Summary Consumer Protection & Justice Advocates
This Substack post addresses military members and veterans who are former clients of Floor Ko LLC, asserting they have been defrauded. The content strongly advocates for consumer protection, fraud awareness, and victim justice, engaging rights related to property, effective remedy, and freedom of expression. The evaluation shows moderate positive alignment with UDHR principles, particularly in advocating for protection from fraud and supporting access to justice.
Article Heatmap
Preamble: +0.12 — Preamble P Article 1: +0.18 — Freedom, Equality, Brotherhood 1 Article 2: +0.31 — Non-Discrimination 2 Article 3: +0.46 — Life, Liberty, Security 3 Article 4: 0.00 — No Slavery 4 Article 5: 0.00 — No Torture 5 Article 6: +0.24 — Legal Personhood 6 Article 7: +0.18 — Equality Before Law 7 Article 8: +0.52 — Right to Remedy 8 Article 9: 0.00 — No Arbitrary Detention 9 Article 10: +0.30 — Fair Hearing 10 Article 11: 0.00 — Presumption of Innocence 11 Article 12: 0.00 — Privacy 12 Article 13: 0.00 — Freedom of Movement 13 Article 14: 0.00 — Asylum 14 Article 15: 0.00 — Nationality 15 Article 16: 0.00 — Marriage & Family 16 Article 17: +0.36 — Property 17 Article 18: 0.00 — Freedom of Thought 18 Article 19: +0.18 — Freedom of Expression 19 Article 20: +0.12 — Assembly & Association 20 Article 21: +0.18 — Political Participation 21 Article 22: +0.30 — Social Security 22 Article 23: +0.24 — Work & Equal Pay 23 Article 24: 0.00 — Rest & Leisure 24 Article 25: +0.18 — Standard of Living 25 Article 26: +0.20 — Education 26 Article 27: 0.00 — Cultural Participation 27 Article 28: +0.18 — Social & International Order 28 Article 29: 0.00 — Duties to Community 29 Article 30: 0.00 — No Destruction of Rights 30
Aggregates
Editorial Mean +0.31 Structural Mean +0.07 Weighted Mean +0.18 Unweighted Mean +0.14 Max +0.52 Article 8 Min 0.00 Article 4 Signal 31 No Data 0 Volatility 0.15 (Medium) Negative 0 Channels E: 0.6 S: 0.4 SETL ℹ +0.37 Editorial-dominant FW Ratio ℹ 57% 55 facts · 42 inferences
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.20 (3 articles) Security: 0.15 (3 articles) Legal: 0.21 (6 articles) Privacy & Movement: 0.00 (4 articles) Personal: 0.12 (3 articles) Expression: 0.16 (3 articles) Economic & Social: 0.18 (4 articles) Cultural: 0.10 (2 articles) Order & Duties: 0.06 (3 articles) Editorial Channel
What the content says
+0.70
High Advocacy
Strong, explicit advocacy for effective legal remedy; provides specific steps (file complaints, contact agencies) to seek redress.
FW Ratio: 67%
Observable Facts
The content provides a list of specific legal and regulatory bodies for victims to contact (e.g., state bar, Attorney General). The author explicitly states the purpose is to help victims 'get justice' and 'find a remedy'. Inferences
The editorial content is a direct and detailed call to action to secure an effective remedy for rights violations. +0.60
High Advocacy Framing
Strong advocacy for the right to life, liberty, and security by alleging financial harm that threatens these rights.
FW Ratio: 50%
Observable Facts
The content alleges victims' financial security and liberty were violated by fraudulent practices. The author asserts that fraud 'robs' people of their security and peace of mind. Inferences
The editorial argument directly links the alleged fraud to a deprivation of the right to security of person. The strong language frames the issue as a fundamental threat to life and liberty. +0.60
High Advocacy
Core theme: alleges wrongful deprivation of property (money) through fraud; strong advocacy for the right to own property and not be arbitrarily deprived of it.
FW Ratio: 67%
Observable Facts
The central claim of the content is that victims were defrauded of their money. The author states the fraud involved 'taking your hard-earned money'. Inferences
The editorial argument is fundamentally about the violation of the right to own property and not be arbitrarily deprived of it. +0.50
Medium Advocacy
Advocates for a fair hearing by encouraging victims to bring their case before competent tribunals.
FW Ratio: 67%
Observable Facts
The author urges victims to present their case to 'independent tribunals' and legal authorities. The content frames the pursuit of a hearing as a path to justice. Inferences
The editorial guidance supports the right to a fair and public hearing by a competent tribunal. +0.50
Medium Advocacy Framing
Frames economic security as a right violated by fraud; advocacy for social protection through legal recourse.
FW Ratio: 50%
Observable Facts
The content describes the fraud as an attack on victims' 'economic security' and 'financial well-being'. The author states the goal is to help victims secure their rights and 'protect what is yours'. Inferences
The editorial argument positions economic security as an indispensable social right that has been violated. The call for legal action is framed as a means to achieve social protection. +0.40
Medium Advocacy Framing
Explicitly calls for protection from discrimination, framing veterans as a distinct group deserving of equal protection under the law.
FW Ratio: 50%
Observable Facts
The content states veterans deserve 'equal protection under the law' and should not be exploited. The page includes alt-text for images within the HTML structure. Inferences
The editorial framing highlights discrimination based on status (military/veteran) as a violation of rights. The presence of accessibility features is a minor structural signal for non-discrimination in access. +0.40
Medium Advocacy
Advocates for recognition as a person before the law by urging victims to pursue legal action to assert their rights.
FW Ratio: 67%
Observable Facts
The author urges victims to 'file complaints' and 'seek legal counsel' to have their grievances recognized. The content frames the fraud as a denial of victims' legal standing. Inferences
The editorial push for legal recourse is a direct advocacy for recognition as a person before the law. +0.40
Medium Advocacy Framing
Addresses work rights indirectly by alleging exploitation of veterans; frames just conditions and protection against unemployment as violated.
FW Ratio: 67%
Observable Facts
The content alleges veterans were exploited in a financial transaction, relating to the fruits of their labor. The author describes the victims as having 'worked hard' for their money. Inferences
The editorial framing implies a violation of the right to just and favourable conditions of work and protection against unemployment. +0.30
Medium Advocacy
Implies equality in dignity and rights by addressing all victims collectively and encouraging them to act.
FW Ratio: 67%
Observable Facts
The content addresses 'military members and veterans' as a group facing a common injustice. The author urges victims to 'stand up' and seek redress, implying they have the capacity for agency. Inferences
The editorial treatment of the victims as a collective group with equal standing fosters a sense of shared dignity and rights. +0.30
Medium Advocacy
Frames the alleged fraud as a violation of equal protection, implying the law failed to protect this group equally.
FW Ratio: 67%
Observable Facts
The content states veterans deserve 'equal protection under the law' and implies they did not receive it. The author alleges a failure of legal systems to address the fraud equally. Inferences
The editorial critique implies a violation of the right to equal protection without discrimination. +0.30
Medium Practice
The publication itself is an exercise of opinion and expression; content seeks to inform and advocate.
FW Ratio: 50%
Observable Facts
The content is published on a Substack newsletter, a platform for expression. The author is expressing an opinion and seeking to disseminate information about alleged fraud. Inferences
The act of publishing the article is a practice of the right to hold and express opinions. The platform's structure enables this expression but does not uniquely champion it. +0.30
Medium Advocacy
Advocates for participation in government by urging victims to contact elected officials and regulatory bodies.
FW Ratio: 67%
Observable Facts
The content advises victims to contact their 'state representatives' and the 'Attorney General'. The author frames contacting government officials as a necessary step for redress. Inferences
The editorial guidance promotes the right to take part in government and access public service. +0.30
Medium Framing
Frames adequate standard of living (including financial security) as threatened by the alleged fraud.
FW Ratio: 67%
Observable Facts
The content states the fraud impacts victims' ability to provide for themselves and their families. The author links the loss of money to a threat to 'well-being'. Inferences
The editorial argument connects the financial loss to a degradation of the right to an adequate standard of living. +0.30
Medium Advocacy
Advocacy for a social order where rights (to property, remedy, equality) can be realized, implied by calling for systemic legal action.
FW Ratio: 67%
Observable Facts
The author calls for legal and regulatory systems to function properly to address the fraud. The content implies the current social/legal order has failed to protect the victims' rights. Inferences
The editorial push for systemic intervention advocates for a social and international order where UDHR rights can be fully realized. +0.20
Medium Advocacy Framing
Content asserts human dignity and justice as universal aims through advocacy for fraud victims; calls for legal and social action.
FW Ratio: 50%
Observable Facts
The content directly states the aim is to promote 'human dignity' and 'justice' for victims of fraud. The author calls for legal action and social pressure to rectify alleged wrongs. Inferences
The editorial framing positions the protection of victims' dignity and access to justice as universal human concerns. The call to action implies a belief that society should act to uphold these principles. +0.20
Low Practice
Implied right to peaceful assembly through call for collective action and sharing information.
FW Ratio: 67%
Observable Facts
The author encourages readers to 'share this information' and 'stand together'. The content suggests collective action to address the grievance. Inferences
The editorial call for sharing and collective action implies support for peaceful assembly and association for a common cause. +0.10
Low Framing
Indirectly promotes education by disseminating information about legal rights and recourse.
FW Ratio: 50%
Observable Facts
The content provides informational guidance on legal steps and rights. The page is freely accessible and includes basic accessibility features like alt-text. Inferences
The act of informing victims about their rights has a mild educational component. Free access and accessibility are minor structural supports for the right to education and information. 0.00
Low
No mention of slavery or servitude.
FW Ratio: 50%
Observable Facts
The content does not mention slavery, servitude, or forced labor. Inferences
The absence of relevant content results in a neutral score. 0.00
Low
No mention of torture or cruel treatment.
FW Ratio: 50%
Observable Facts
The content does not mention torture, cruel, inhuman, or degrading treatment. Inferences
The absence of relevant content results in a neutral score. 0.00
Low
No mention of arbitrary detention or exile.
FW Ratio: 50%
Observable Facts
The content does not mention arbitrary arrest, detention, or exile. Inferences
The absence of relevant content results in a neutral score. 0.00
Low
No mention of presumption of innocence or criminal procedure.
FW Ratio: 50%
Observable Facts
The content does not discuss presumption of innocence, criminal charges, or defense rights. Inferences
The absence of relevant content results in a neutral score. 0.00
Low
No mention of privacy, family, home, or correspondence.
FW Ratio: 67%
Observable Facts
The content does not discuss privacy, attacks on honor, or interference with correspondence. The page uses standard Substack infrastructure with typical tracking. Inferences
The absence of relevant editorial content and standard structural setup results in a neutral score. 0.00
Low
No mention of freedom of movement or residence.
FW Ratio: 50%
Observable Facts
The content does not mention freedom of movement, residence, or leaving/returning to one's country. Inferences
The absence of relevant content results in a neutral score. 0.00
Low
No mention of asylum or persecution.
FW Ratio: 50%
Observable Facts
The content does not mention asylum, persecution, or the right to seek refuge. Inferences
The absence of relevant content results in a neutral score. 0.00
Low
No mention of nationality or statelessness.
FW Ratio: 50%
Observable Facts
The content does not mention the right to a nationality or protection from statelessness. Inferences
The absence of relevant content results in a neutral score. 0.00
Low
No mention of marriage, family, or consent.
FW Ratio: 50%
Observable Facts
The content does not mention marriage, family, or related rights. Inferences
The absence of relevant content results in a neutral score. 0.00
Low
No mention of religion, belief, or conscience.
FW Ratio: 50%
Observable Facts
The content does not mention freedom of thought, conscience, or religion. Inferences
The absence of relevant content results in a neutral score. 0.00
Low
No mention of rest, leisure, or working hours.
FW Ratio: 50%
Observable Facts
The content does not mention rest, leisure, or reasonable limitation of working hours. Inferences
The absence of relevant content results in a neutral score. 0.00
Low
No mention of cultural life, science, or authorship.
FW Ratio: 50%
Observable Facts
The content does not mention participation in cultural life, science, or protection of authorship. Inferences
The absence of relevant content results in a neutral score. 0.00
Low
No mention of duties, community, or limitations on rights.
FW Ratio: 50%
Observable Facts
The content does not discuss duties to the community or limitations on rights for morality, order, or welfare. Inferences
The absence of relevant content results in a neutral score. 0.00
Low
No mention of destroying rights or interpretations.
FW Ratio: 50%
Observable Facts
The content does not discuss destruction of rights or interpretative limits. Inferences
The absence of relevant content results in a neutral score.
Structural Channel
What the site does
Element Modifier Affects Note Legal & Terms Privacy —
Substack privacy policy applies; no domain-specific privacy modifications observed. Terms of Service —
Substack terms apply; no unusual restrictions identified on-domain. Identity & Mission Mission +0.10 Article 3 Article 8
Publication mission is fraud awareness and victim advocacy for former clients; inherent support for consumer protection and justice. Editorial Code —
No explicit editorial code detected on-domain. Ownership —
Owner identity unclear from on-domain content; Substack hosted. Access & Distribution Access Model +0.05 Article 26
Content marked isAccessibleForFree=true; open access supports information equality. Ad/Tracking —
Standard Substack tracking; no domain-specific ad surveillance observed. Accessibility +0.05 Article 2 Article 26
Page contains alt-text for images and semantic HTML; basic accessibility standards met. Minor positive signal for inclusion.
+0.10
Low Framing
Free access to content and basic accessibility support information equality.
+0.05
Medium Advocacy Framing
Page meets basic web accessibility standards (e.g., alt-text).
0.00
Medium Advocacy Framing
Page structure is a basic Substack article; no structural features directly reinforcing UDHR preamble principles.
0.00
Medium Advocacy
No structural features that enable or deny equality.
0.00
High Advocacy Framing
No structural protections for security are implemented on the page.
0.00
Low
No structural features related to forced labor.
0.00
Low
No structural features related to prevention of torture.
0.00
Medium Advocacy
No structural legal recognition features.
0.00
Medium Advocacy
No structural equality features.
0.00
High Advocacy
No structural features that facilitate access to remedies.
0.00
Low
No structural features related to detention.
0.00
Medium Advocacy
No structural features that enable fair hearings.
0.00
Low
No structural features related to fair trial rights.
0.00
Low
Standard Substack page; no unusual privacy intrusions or protections.
0.00
Low
No structural features that restrict movement.
0.00
Low
No structural features related to asylum.
0.00
Low
No structural features related to nationality.
0.00
Low
No structural features related to family life.
0.00
High Advocacy
No structural property protections.
0.00
Low
No structural features related to religious freedom.
0.00
Medium Practice
Platform (Substack) enables expression but no unique structural features.
0.00
Low Practice
No structural assembly features.
0.00
Medium Advocacy
No structural participation features.
0.00
Medium Advocacy Framing
No structural social security features.
0.00
Medium Advocacy Framing
No structural work-related features.
0.00
Low
No structural features related to rest.
0.00
Medium Framing
No structural features related to standard of living.
0.00
Low
No structural features related to cultural participation.
0.00
Medium Advocacy
No structural features that establish social order.
0.00
Low
No structural features imposing duties or limitations.
0.00
Low
No structural features that would destroy any rights.
Supplementary Signals
How this content communicates, beyond directional lean.
Learn more How well-sourced and evidence-based is this content?
0.30 high claims
Sources 0.2 Evidence 0.3 Uncertainty 0.1 Purpose 0.8
3 manipulative rhetoric techniques found
3 techniques detected
loaded language "YOU HAVE BEEN DEFRAUDED" in capital letters as headline and publication name
repetition Multiple repetitions of "YOU HAVE BEEN DEFRAUDED" and fraud awareness messaging
appeal to fear Direct address to military/veterans about being defrauded creates fear/urgency
Emotional character: positive/negative, intensity, authority
urgent
Valence -0.7 Arousal 0.8 Dominance 0.6
Does the content identify its author and disclose interests?
0.33
✓ Author
More signals: context, framing & audience Does this content offer solutions or only describe problems?
0.40 problem only
Whose perspectives are represented in this content?
0.40 2 perspectives
Speaks: individuals
About: individuals corporation military_security
Is this content looking backward, at the present, or forward?
present immediate
What geographic area does this content cover?
local El Paso Texas, Texas
How accessible is this content to a general audience?
accessible low jargon general
Longitudinal
5 HN snapshots · 14 evals
Audit Trail
29 entries all eval pipeline all models deepseek-v3.2 llama-4-scout-wai llama-3.3-70b-wai claude-haiku-4-5-20251001
newest first
2026-03-01 14:32 eval_success Evaluated: Mild positive (0.18) - - 2026-03-01 14:32
eval
Evaluated by deepseek-v3.2 : +0.18 (Mild positive) 13,868 tokens -0.09 2026-03-01 14:25 eval_success Evaluated: Mild positive (0.27) - - 2026-03-01 14:25
eval
Evaluated by deepseek-v3.2 : +0.27 (Mild positive) 13,724 tokens 2026-03-01 01:23 eval_success Lite evaluated: Moderate positive (0.40) - - 2026-03-01 01:23
eval
Evaluated by llama-4-scout-wai : +0.40 (Moderate positive) 0.00 reasoning Editorial stance on fraud against military members
2026-03-01 01:06 eval_success Lite evaluated: Moderate positive (0.40) - - 2026-03-01 01:06
eval
Evaluated by llama-3.3-70b-wai : +0.40 (Moderate positive) 0.00 reasoning Exposing fraud to veterans
2026-03-01 00:52 eval_success Evaluated: Mild positive (0.30) - - 2026-03-01 00:52
eval
Evaluated by claude-haiku-4-5-20251001 : +0.30 (Mild positive) 16,368 tokens 2026-03-01 00:52 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 3W 3R - - 2026-03-01 00:34 eval_success Lite evaluated: Moderate positive (0.40) - - 2026-03-01 00:34
eval
Evaluated by llama-4-scout-wai : +0.40 (Moderate positive) 0.00 reasoning Editorial stance on fraud against military members
2026-03-01 00:19 eval_success Lite evaluated: Moderate positive (0.40) - - 2026-03-01 00:19
eval
Evaluated by llama-3.3-70b-wai : +0.40 (Moderate positive) 0.00 reasoning Exposing fraud to veterans
2026-03-01 00:14 eval_success Lite evaluated: Moderate positive (0.40) - - 2026-03-01 00:14
eval
Evaluated by llama-3.3-70b-wai : +0.40 (Moderate positive) 0.00 reasoning Exposing fraud to veterans
2026-02-28 23:45 eval_success Lite evaluated: Moderate positive (0.40) - - 2026-02-28 23:45
eval
Evaluated by llama-4-scout-wai : +0.40 (Moderate positive) 0.00 reasoning Editorial stance on fraud against military members
2026-02-28 23:39 eval_success Lite evaluated: Moderate positive (0.40) - - 2026-02-28 23:39
eval
Evaluated by llama-4-scout-wai : +0.40 (Moderate positive) 0.00 reasoning Editorial stance on fraud against military members
2026-02-28 23:31 eval_success Lite evaluated: Moderate positive (0.40) - - 2026-02-28 23:31
eval
Evaluated by llama-3.3-70b-wai : +0.40 (Moderate positive) 0.00 reasoning Exposing fraud to veterans
2026-02-28 22:41 eval_success Lite evaluated: Moderate positive (0.40) - - 2026-02-28 22:41
eval
Evaluated by llama-4-scout-wai : +0.40 (Moderate positive) 0.00 reasoning Editorial stance on fraud against military members
2026-02-28 22:36 eval_success Lite evaluated: Moderate positive (0.40) - - 2026-02-28 22:36
eval
Evaluated by llama-4-scout-wai : +0.40 (Moderate positive) reasoning Editorial stance on fraud against military members
2026-02-28 22:34 eval_success Lite evaluated: Moderate positive (0.40) - - 2026-02-28 22:34
eval
Evaluated by llama-3.3-70b-wai : +0.40 (Moderate positive) reasoning Exposing fraud to veterans