THE CLASSIFICATION BIAS AND IMPACT OF ‘COVID 19 VAX’ ON ALL CASE MORTALITY ‘BIASES AND DISTORTIONS- DISTORTING THE VALIDITY OF RESULTS
Doctor John Campbell’s interview with Dr Panageis December 5th 2025. Exposing Dr Panageis Study and ‘The All Cause Of Mortality’ in the Italian Region of Emilia-Romagna. As to the cases of hospitalizations, infections, deaths occurring within a certain ‘Window’ after the 1st Dose of the jab were often allocated to the ‘Unvaccinated Group’ Therefore artificially increased the mortality rate in the vaxed group (reducing this in the vaxed group). Leading to an overestimation of vax effectiveness. (Of course this will be called misinformation/ disinformation of Anti vaxers)
This article referred to was received 26/6/2025 (Art 2562972) Accepted 7/9/2025 and Published Online 3rd November 2025 – Includes Real World Studies
References are made to the COVID 19 Vaccine effectiveness and the ‘Suffering from Biases’- the ‘Distorting’ of Results and the correcting of ‘Immortal Time Bias’s as to All Deaths of the Vaccinated compared to the Unvaccinated. Thus highlighting the so called ‘Case Counting Window Bias’ of the Vaccinated and the Non-Vaccinated Recipients. And the distorting of the validity of results. Dr Panageis called the Statistical Trick. Technically speaking this is a case of the ‘Counting Window Bias’
Where collected Data concerns as to the entire population of the Italian region in question (Both sexes and All Ages) and ‘Daily All Cause Deaths’ for each age class from 27th December 2020 (Launch of the COVID 19 Jab) in Italy to the 31st December 2021. (Data was publicly available, updated monthly on the ISTAT Website, released under Creative Commons – 4.0 License). This consisted of a database with the Date of Birth *Date of All Causes of Death * Dates of each Vaccine Event of those receiving at least their 1st Jab ( Then calculating the daily number of deaths of vaxed people for each Age Class, and then the Unvaccinated for each Age Class of the Population in question (The Italian Region)
Dr Panegeis explained that In the first 14days in this ‘Time Window’ all ‘Vaccinated People’ were considered as ‘Unvaccinated’ . Thus it was considered ‘Unvaccinated’ people were effected by adverse reactions. Those individuals (Groups) with infections and hospitalizations were moved to that group of the ‘Unvaccinated’ Group.. this then created an artificial increase in death rate of the unvaccinated that had actually been ‘Vaccinated’.
Individuals were counted as Unvaccinated (not as being vaccinated) . The Vaccinated individuals would be counted as Unvaccinated hence the death rate of the (artificial) Unvaccinated individuals (group) would be much higher… And the death rate in the (artificial) Vaccinated group would look much lower. Therefore making the COVID 19 Jab look more effective and safe. It is also seen as if the Death Rates goes down in the (artificial) Vaccinated group and in the (artificial) Unvaccinated group increases.(goes up)
Data was obtained on December 2023 by Lawyer Lorenzo Melacarne, whom submitted a request for access to public documents for the Emilia-Romagna Region in Italy. Which allowed the following information to be disclosed publicly (The Data of Covid 19 Vaccinated mortality data containing the dates of the 1st and 2nd Vaccination and further vaccine doses received by recipients.
This Data was used to identify the Vaccinated and Unvaccinated people that were considered Vaccinated. Those that did and did not receive vaccines The only age groups studied were the 50 to 59 yr aged group *60-69 aged group and the 70 to 79 age group were analyzed.
Time windows were as follows:- 70–79 age group, the start of the time window was set for March 15, 2021 and the end for May 24, 2021;
* 60–69 age group, the start of the time window was set for April 19, 2021 and the end for June 23, 2021;
*50–59 age group, the start of the time window was set for May 7, 2021 and the end for July 12th 2021.
Dr Panageis had already partaken in a study on ‘Systemic Absorption of the Lipid Nano Particles’ that would take RNA all around the body. Stating that the Spike Protein could be expressed on cells all around the body hence damaging cells throughout the body. Dr Panageis said that this was always predictable that the lipid nano particles would do as he had predicted himself some time ago
This Study by Dr Panageis certainly makes you wonder if all ages etc. have been part of this – across All Nations worldwide were part of this what would be the true (factual) deaths in reality of the Vaccinated Recipients? .. Using this Italian Study of ‘Suffering from Biases’- the ‘Distorting’ of Results and the ‘Immortal Time Bias’s as to ‘All Deaths of the (artificial) Vaccinated’ compared to the (artificial) ‘Unvaccinated’… The highlighted ‘Case Counting Window Bias’ of the Vaccinated and the Non-Vaccinated Recipients. The Distortions and Invalidity of Results (The Statistical Trick). I have shared the links below:-
WakeUpNZ
RESEARCHER: Cassie
LINKS (https://youtu.be/3bWJEFZEsko?si=EKCMN-dS10Omj2Pr)
(https://www.tandfonline.com/doi/full/10.1080/08916934.2025.2562972#d1e716)
Classification bias and impact of COVID-19 vaccination on all-cause mortality: the case of the Italian region Emilia-Romagna *Marco Alessandria *, *Giovanni Trambusti * Giovanni Maria Malatesta *Panagis Polykretis
(https://www.tandfonline.com/doi/full/10.1080/08916934.2025.2562972).
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Wednesday - December 10, 2025 - COVID-19
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