Modelling and Model Building

…using the example of our study: “Identification of different factors associated with Covid-19 deaths in Europe during the first pandemic wave”

A large group of statistical techniques designed to explain past data and also to predict future data is statistical modelling. This means that for a given data set with very different variables, one finds a mathematical structure that represents this data set as well as possible, firstly in a purely formal way. This procedure can be used to examine the influence of different variables on an outcome variable. In the language of modelling, the variable that one wants to explain is the dependent variable or criterion or outcome variable, and the different variables that are supposed to contribute to the clarification of this one variable are several independent variables resp. predictors.

I use our recently published modelling study [1] as a concrete example. It was conceived by me, I calculated the first analyses, then my colleague Rainer J. Klement got involved, who as a physicist is much more nimble in dealing with such models than I am.

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Face Masks Lead to Dangerously High Levels of Carbon Dioxide in Children’s Inhaled Air

The long version of our mask study has been republished

A workshop report and some thoughts on it

Our mask study measured carbon dioxide levels in the inhaled air of 45 children wearing face masks. It found that the inhaled air under children’s face masks contained unacceptably high levels of carbon dioxide, about 1.3% to 1.4% by volume, or 13,000 to 14,000 parts per million. Normal outdoor carbon dioxide levels are 400 ppm or 0.04% by volume. The Federal Environment Agency and various protective regulations have determined that 2,000 ppm or 0.2 vol.-% is the upper limit above which damage to health cannot be ruled out. For children, such high values, as we measured after only 3 minutes, are absolutely unacceptable. Especially against the background that children are neither at high risk of corona infections and Sars-CoV2 nor are they important spreaders of infections.

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Risk-Benefit Ratio of Covid-19 Vaccination

Thoughts on Easter, the risk-benefit ratio of Covid-19 vaccination and key sources of information

No matter how you feel about Easter, whether you actively celebrate it as a Christian, with nostalgic memories of hunting for Easter eggs as a child, or whether you are a modern, science-oriented person who thinks Easter beliefs are superstitions: It is a holiday and should be celebrated. The arrival of spring was already celebrated in pre-Christian times. Christianity has given these ancient feasts a new face with the celebration of the resurrection of Jesus. What was ever truly alive – that is, standing in the fullness of God – does not die. At best, it is transformed. Or rather, it is resurrected into new life. That is Easter, and that is what is to be celebrated.

We have received a small Easter present, I think, in that the German Bundestag has rejected compulsory vaccination by a large majority. You can find out here how the parliamentary groups voted: the majority of SPD and Greens voted in favour of compulsory vaccination, most representatives of CDU, AfD, FDP and Die Linke voted against it. I suggest you write to your MPs, either thanking them, or admonishing and reminding them again. You can filter the results to see the MPs who represent your constituency and how they voted, and then write an email. Maybe our MWGFD action helped; because we sent our exit strategy to all MPs. You can download it there and send it again to the MPs who voted for compulsory vaccination, perhaps with a few more personal words.

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Practical Conspiracy (Theory) 2: Predictions

We looked at the function of theories and possible (conspiracy) theories for understanding the Corona crisis in the last blog. I said there that an important function of theories and theoretical models is prediction. In concrete terms, this means thinking about what else would have to happen or should follow if a theory were true.

This is how scientific theories are tested: So-called “predictions” are derived, i.e. consequences from the theory, which are then tested empirically or experimentally. Over 350 experimental predictions have been derived from quantum theory, they have been tested experimentally and in no case has the experimental test disproved the theory. Therefore, this theory is considered one of the best confirmed theories in science.

How does such prediction and testing work? An example from the Corona vaccination strategy: If it is true that the mRNA vaccines cause blood clots, as vaccination critics say, then one would have to find signs of this in the blood diagnostics, namely d-dimers. These are cleavage products of fibrin, a protein product that is formed during blood clotting. According to my personal unsystematic questioning of various doctors, this is the case: after Covid-19 vaccinations, such d-dimers are found more frequently, especially when people report problems.

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Practical Conspiracy (Theory)

Conspiracy Theories in the Corona Crisis

Theories

There is nothing more practical than a theory“, Einstein is supposed to have said. Whether real or well invented, this saying is good. This time, I want to shed light on the function of theories in normal science, but also in the Corona crisis, where – stay the hell away from me – people shout “conspiracy theory!”.

So, what is the “useful” thing about a theory? Theories in the broadest sense guide our perception. They express what we expect based on our prior knowledge. The everyday theory that the sun rises in the east and sets in the west is such a bundled experience. The bundling of previous experiences into an expectation according to which we act is useful, or, to speak with Einstein, practical. For it saves us from having to develop everything all over again. Perception without theory hardly works, or at least only in specially purified states of consciousness. Husserl, the founder of phenomenology, spoke of the fact that we have to leave out all our pre-conceptions (i.e. “theories”) if we want to perceive reality as it is [1]. This is a noble call, which is also made again and again by the spiritual meditation traditions: to let go of mental conditioning in order to perceive what is completely in the moment. If you meditate a lot, you can do that from time to time. But it would be too exhausting to do it all the time. We are also historical beings and bundle our experience – individual and cultural – into inner models of the world. In science, such models are called “theories”.

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