Commentary: Questioning the HIV-AIDS Hypothesis: 30 Years of Dissent
Bibliographic record
Abstract
A recent Opinion article by Dr. Goodson (1) expresses pseudoscientific views typical of HIV/AIDS denialism (2-13) and ignores the overwhelming evidence that HIV is a causative agent of AIDS, the evidence accumulated during more than 30 years of research. Fulfilling the Koch's Postulate 1: HIV is Invariably Epidemiologically Associated with AIDSDr. Goodson ignores the fact that Koch's postulates for viruses have been completely fulfilled in the case of HIV (9,14,15).The overwhelming evidence suggests an invariable epidemiological association of HIV with AIDS.AIDS occurs exclusively in HIV-infected people (16).HIV can be detected in all AIDS patients (17).High levels of HIV in the organism predict progression to AIDS (18-23).Many children born to HIV-infected mothers have developed AIDS and died (24).AIDS-related conditions, such as Pneumocystis pneumonia and disseminated Mycobacterium avium complex disease, have become much more common after the start of the HIV epidemic (25).Death rates are much higher in HIV-seropositive treatment-naïve than in seronegative individuals (26-34).An HIV-triggered decrease in CD4 + T-lymphocyte count is a specific feature of HIV infection, and is extraordinarily rare in the absence of HIV (16,[35][36][37].The HIV-caused CD4 + T-lymphocyte depletion occurs through at least two mechanisms.(1) Direct killing of infected CD4 + T-lymphocytes.Dr. Goodson seems unfamiliar with the fact that HIV-1, HIV-2, and other representatives of the genus Lentivirus (e.g., Simian immunodeficiency virus), as well as some other retroviruses (e.g., Feline leukemia virus and members of the Avian leukosis virus group), exert a cytopathic effect in infected cells (38).( 2) HIV directly kills Th17 CD4 + T-lymphocytes in the intestinal submucosa, triggering the damage of the mucosal integrity, translocation of microbial products from the intestine to the blood and chronic immune activation, resulting in further massive loss of CD4 + T-lymphocytes (39,40).Dr. Goodson claims that recreational drug use, clotting factor VIII, or receptive anal intercourse, but not HIV, are causes of AIDS.However, all of these claims have long ago been rejected by overwhelming scientific evidence (16,(35)(36)(37)(41)(42)(43)(44)(45). Fulfilling the Koch's Postulate 2: HIV has been Isolated from Patients at all Stages of the InfectionContrary to Dr. Goodson's claims, HIV has been isolated from patients at all stages of HIV infection, including AIDS, and propagated in cell culture (17,(46)(47)(48)(49)(50)(51)(52)(53)(54).Various protocols for HIV-1 isolation
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.021 | 0.107 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.004 | 0.003 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.008 | 0.014 |
| Scholarly communication | 0.006 | 0.013 |
| Open science | 0.010 | 0.005 |
| Research integrity | 0.074 | 0.088 |
| Insufficient payload (model declined to judge) | 0.009 | 0.009 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".