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<title>Reading &amp; Lecture Notes</title>
<link>https://O957.github.io/O957-Notes/</link>
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<description>Website to interface with the world, and to share some of my work and interests.</description>
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<item>
  <title>Evidence For Gradients Of Human Genetic Diversity Within And Among Continents</title>
  <link>https://O957.github.io/O957-Notes/posts/Serre_EFGOHGDWAAC_2004/Serre_EFGOHGDWAAC_2004.html</link>
  <description><![CDATA[ 





<p>[A] PAPER for Evidence For Gradients Of Human Genetic Diversity Within And Among Continents (2004) by David Serre and Svante Pääbo as Serre_EFGOHGDWAAC_2004.</p>
<p>[R] Start around 10:28 PM EST, 2026-01-11.</p>


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 ]]></description>
  <category>human-enhancement</category>
  <category>genetics</category>
  <category>biology</category>
  <guid>https://O957.github.io/O957-Notes/posts/Serre_EFGOHGDWAAC_2004/Serre_EFGOHGDWAAC_2004.html</guid>
  <pubDate>Sun, 11 Jan 2026 00:00:00 GMT</pubDate>
</item>
<item>
  <title>Epidemic Momentum</title>
  <link>https://O957.github.io/O957-Notes/posts/Earn_EM_2025/Earn_EM_2025.html</link>
  <description><![CDATA[ 





<p>[A] PAPER for Epidemic Momentum by David J. D. Earn and Todd L. Parsons, i.e.&nbsp;Earn_EM_2025.</p>
<section id="abstract" class="level2" data-number="1">
<h2 data-number="1" class="anchored" data-anchor-id="abstract"><span class="header-section-number">1</span> Abstract</h2>
<p>[A] EM for Epidemic Momentum</p>
<p>[R] Em is “prevalence weighted by the capacity to infect in the future”, so high prevalence low infection-capacity would have a low EM and high prevalence, high infection-capacity would have a high EM?</p>
<p>[R] You generally, at this time in life, fear certain integrals.</p>
<p>[Q] What is meant by “contours of a generic first integral”? (pg. 1)</p>
<p>[R] Their contribution is a revision of the classical epidemic final size to incorporate prior immunity and they do this via (1) disentagling <img src="https://latex.codecogs.com/png.latex?%5Cmathcal%7BR%7D_0"> from the population proportion that was immune prior to “disease invasion or re-emergence” and (2) inferring <img src="https://latex.codecogs.com/png.latex?%5Cmathcal%7BR%7D_0"> and the population-with-immunity from observed data. (pg. 1)</p>
</section>
<section id="introduction" class="level2" data-number="2">
<h2 data-number="2" class="anchored" data-anchor-id="introduction"><span class="header-section-number">2</span> Introduction</h2>
<p>[R] It’s nice to see <img src="https://latex.codecogs.com/png.latex?R"> in <img src="https://latex.codecogs.com/png.latex?SIR"> as Removed for “recovered and immune, isolated, deceased, or otherwise removed from the transmission process”. (pg. 2)</p>
<p>[&gt;] “If time is measured in units of the mean infectious period (<img src="https://latex.codecogs.com/png.latex?%5Ctau%20=%20%5Cgamma%20t">) then the only parameter is the basic reproduction number (<img src="https://latex.codecogs.com/png.latex?%5Cmathcal%7BR%7D_0">, the expected number of infections that would be caused by a single infective individual in an otherwise fully susceptible population; an epdemic can only occur if <img src="https://latex.codecogs.com/png.latex?%5Cmathcal%7BR%7D_0%20%3E%201">, which we will assume)” (pg. 2)</p>
<p>[R] Recall that the <img src="https://latex.codecogs.com/png.latex?SIR"> is a special case of the renewal equation.</p>
<p>[T] You should be able to derive the <img src="https://latex.codecogs.com/png.latex?SIR"> from the renewal equation.</p>
<p>[T] Proceed through the sources and download those you find interesting.</p>
<p>[R] Some notes on the renewal model, from the text “state variables…are the susceptible fraction <img src="https://latex.codecogs.com/png.latex?X"> and the force of infection <img src="https://latex.codecogs.com/png.latex?F"> (the instantaneous risk of infection per susciptible individual)”, “…allows infectiousness to vary continuously as a function of an individual’s age of infection <img src="https://latex.codecogs.com/png.latex?%5Calpha">, the amount of time that has elapsed since they were initially infected (which may include latent and or carrier periods when they were not infectious)”, “…prevalence (the proportion of the population that is currently infected, whether infectious or not) is not an explicit variable.” (pg. 2)</p>
<p>[T] Go through the paper and find terms to define.</p>
<p>[R] Some more notes on the renewal model: “…different models (e.g.&nbsp;involving multiple infection stages, hospitalization, treatment, relapse, etc.) are specified through the probability distribution <img src="https://latex.codecogs.com/png.latex?g(%5Calpha)"> of the intrinsic generation interval (the time difference between the moment when a focal individual was infected and the earlier time when the infector was infected)”, “The renewal equation yields the <img src="https://latex.codecogs.com/png.latex?SIR"> model if the generation interval distribution is exponential”, “For any model, the incidence (the rate at which new infections occur), is <img src="https://latex.codecogs.com/png.latex?%5Ciota%20=%20XF"> (for the special case of the <img src="https://latex.codecogs.com/png.latex?SIR"> model, the force of infection is <img src="https://latex.codecogs.com/png.latex?F%20=%20%5Cmathcal%7BR%7D_0%20Y">)” (N.B. <img src="https://latex.codecogs.com/png.latex?Y"> is the infected fraction or prevalence of infection). (pg. 2)</p>
<p>[R] The remarks of the author with respect to the force of infection better being labeled the “infective field” or “infective potential” since <img src="https://latex.codecogs.com/png.latex?F"> does not depend on how many other susceptible individuals there are seems apt.</p>
<p>[&gt;] “…hence the force must vanish for some intermediate susceptible fraction, say <img src="https://latex.codecogs.com/png.latex?%5Chat%7Bx%7D">. Analogous to electric force, we define the epidemic force to be <img src="https://latex.codecogs.com/png.latex?(X(%5Ctau)%20-%20%5Chat%7Bx%7D)F(%5Ctau)">, the sign of which is determined by the epidemic charge, <img src="https://latex.codecogs.com/png.latex?X(%5Ctau)%20-%20%5Chat%7Bx%7D">” (pg. 2)</p>
<p>[U] So, the epidemic force, in English, at a unit of the mean infectious period,is the infective potential (the instantaneous risk of infection per susceptible individual) weighted by the difference between the susceptible fraction at that point and the susceptible fraction where the infective potential is 0.</p>
<p>[R] <img src="https://latex.codecogs.com/png.latex?%5Chat%7Bx%7D"> is the point at which prevalence is not changing; epidemic force <img src="https://latex.codecogs.com/png.latex?%3E%201"> indicates prevalence is growing and <img src="https://latex.codecogs.com/png.latex?%3C%201"> indicates prevalence is shrinking.</p>
<p>[Q] “Why does <img src="https://latex.codecogs.com/png.latex?%5Chat%7Bx%7D"> not depend on <img src="https://latex.codecogs.com/png.latex?t">?”</p>
<p>[T] Apply this paper’s results to the NHSN hospital admissions dataset for COVID-19; use <code>forecasttools-py</code>; look at the United States.</p>
<p>[Q] For later…why do we care about any of this?</p>
<p>[R] Practically speaking the estimation of the generation interval is quite difficult.</p>
<p>[R] (from colleague) Time-varying <img src="https://latex.codecogs.com/png.latex?%5Cmathcal%7BR%7D_0"> intractable for now?</p>


<!-- -->

</section>

 ]]></description>
  <category>infectious disease modeling</category>
  <category>epidemiology</category>
  <category>mathematics</category>
  <category>biology</category>
  <guid>https://O957.github.io/O957-Notes/posts/Earn_EM_2025/Earn_EM_2025.html</guid>
  <pubDate>Thu, 01 Jan 2026 00:00:00 GMT</pubDate>
</item>
<item>
  <title>Self-Experimentation And Its Role In Medical Research</title>
  <link>https://O957.github.io/O957-Notes/posts/Weisse_SEAITRIMR_2012/Weisse_SEAITRIMR_2012.html</link>
  <description><![CDATA[ 





<p>[A] PAPER for 2012 (Self-Experimentation and Its Role in Medical Research) by Allen B. Weisse as Weisse_SEAITRIMR_2012.</p>
<p>[R] Start 8:57 PM EST, 2025-12-19.</p>
<p>[T] Define experimentation and oncology.</p>
<p>[&gt;] How common is this practice? Is it more common among certain nationalities? What have been the predominant medical fields in which self-experimentation has occurred? How dangerous an act has this proved to be? What have been the trends over time? What is the future likely to bring?</p>
<p>[R] Regarding the previous questions, my guess is that (1) mostly European or European-descended individuals self-experiment, (2) that the incidence of serious harm or death is less than maybe 25% probably less than 10% per experiment, (3) that people in the 21st century, proportionally speaking, self-experiment less often, despite the total number of self-experimenters (probably mostly biohackers) increasing, and that (4) the future may involve an increase in the incidence of self-experiment as resource-abundance and outlets (drugs and other substances) expand.</p>
<p>[Q] Why did the peak of self-experimentation occur in the first half of the 20th century?</p>
<p>[Q] What forms of self-experimentation exists (imagine a typology)?</p>
<p>[Q] What arguments exist for curtailing differentially self-experimentation?</p>
<p>[E] What was Walter Reed’s Yellow Fever Commission in Cuba in 1900?</p>
<p>…plan to allow mosquitoes suspected of harboring the deadly disease to bite Commission members, thus to demonstrate the mode of transmission.</p>
<p>[Q] What percentage of self-experiments are registered somewhere? What percentage of self-experiments are group over individual efforts?</p>
<p>[T] Acquire a copy of the 2003 work by Arsen Fik, Self Experimenters: Sources for Study.</p>
<p>[Q] “I discarded the 49 examples antedating 1800 and divided, into 50-year time periods, the remaining 465 episodes that occurred over the next 2 centuries” Would any findings change if the author chose a 10 or 25 window instead of a 50 year window?</p>
<p>[Q] The six categories of self-experiment determined are “infectious disease (including vaccines), anesthesiology (general and local), physiology, pharmacology, radiology (including x-rays and other radiation sources), and oncology.” How would more modern self-experiments fall into these categories? Are any categories now present, only in modernity? There are probably many more self-experiments that remain unrecorded formally. One example that comes to mind are people’s attempts at inducing lucid dreams with light-flashes.</p>
<p>[T] Re-create figure 1 using Python.</p>
<p>[T] Re-create Table 1 as a line graph using Python.</p>
<p>[E] Which category of self-experimentation were most prevalent between 1800 and 1900?</p>
<p>Infectious diseases and vaccines.</p>
<p>[R] Of course it makes sense that only after a new technology is introduced can people begin to self-experiment using it. Less obvious is the notion that as a technology becomes better adopted by conventional outlets or institutions self-experimentation with these technologies seems to decrease.</p>
<p>[Q] “The nation most prominently represented was the United States (33% of the total), followed by Germany (15%), the United Kingdom (13%), Russia (11%), and France (8%), with lower representations among coun- tries in the remaining 20%.” What are the population-proportions here? I recall that, in the 21st century, a number of European countries have very high ratios of researchers and or research papers and or citations per capita; perhaps the same holds true for self-experimentation.</p>
<p>[E] What are some famous examples of self-experimentation between 1800-2000?</p>
<p>These were Ramsay, who exposed himself to various gases to determine their anesthetic properties; Metchnikoff, who injected himself with blood containing relapsing fever spirochetes; Lawrence, who drank a solution containing radioactive sodium; de Hevesy, who drank a solution containing heavy water to monitor its elimination from the body; and Schweitzer, who submitted himself to an unproven yel- low fever vaccine to determine any side effects.</p>
<p>[T] Define catheter, atrium, anachronistically.</p>
<p>[&gt;] In Saul Benison’s oral-history memoir of the curmudgeonly Tom Rivers, a leading virologist at the Rockefeller Foundation from 1922 through 1955, I found the quotation I sought: “I know that if anyone ever came up to me and asked me to take an untried vaccine, I’d ask ‘Have you taken it?’ and, by God, if that person said ‘No,’ I’d tell him to go to hell.” To confirm the safety of their products, the develop- ers of vaccines were expected to subject not only them- selves to inoculation, but their immediate personal and professional families.</p>
<p>[&gt;] Rivers5 has called this “gang or group research.” He goes on to say, “Great discoveries are not made by committees or groups of workers; they originate in the minds of single individuals . . . I know of no important discovery in medicine or biology in the last hundred years that evolved out of gang research. You can do a hell of a lot of scut work by gang research, but the ideas for discovery are still going to come from the ideas in one man’s mind. In other words, you can hire men but not ideas.”</p>
<p>[R] The previous quote reminders you of the counterarguments to the Ortega hypothesis.</p>
<p>[R] The author of this article does not seem to cover results from outside of academic publications or reports. Another survey of self-experimentation, with a typology for the level of formationalization in self-experimentation, seems due. The biohacking community seems not much represented.</p>
<p>[T] Find and download any interesting publications citing this work on Google Scholar.</p>
<p>[R] “Perhaps as we progress into a new era of molecular biology, which is characterized by the development of increasingly complex methods of research, the need for self-experimentation will vanish.” In scientific pursuits, self-experimentation is present at both the level of the researcher and the level potential beneficiary (once a technology or procedure has been developed). Historically, self-experimentation seems to have occurred more at the formal level and (perhaps) now self-experimentation is occurring more at the latter level.</p>
<p>[R] End 22:10 PM EST, 2025-12-19 (with break).</p>


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 ]]></description>
  <category>self-experimentation</category>
  <category>medicine</category>
  <guid>https://O957.github.io/O957-Notes/posts/Weisse_SEAITRIMR_2012/Weisse_SEAITRIMR_2012.html</guid>
  <pubDate>Fri, 19 Dec 2025 00:00:00 GMT</pubDate>
</item>
<item>
  <title>On The Possibility Of A Satisfactory Population Ethics</title>
  <link>https://O957.github.io/O957-Notes/posts/Arrhenius_OTPOASPE_2012/Arrhenius_OTPOASPE_2012.html</link>
  <description><![CDATA[ 





<p>[A] PAPER for 2012 (On the Possibility of a Satisfactory Population Ethics) by Gustaf Arrhenius as Arrhenius_OTPOASPE_2012.</p>
<p>[R] Start at 23:12PM EST, 2025-12-19.</p>
<p>[R] Before beginning this work, I would define population ethics as something like “ethical frameworks which describe emergent dynamics in the welfare of groups of individuals.”</p>
<p>[R] Start at 7:17AM EST, 2025-12-26.</p>
<p>[E] What does population axiology concern?</p>
<p>…how to evaluate populations in regard to their goodness, that is, how to order populations by the relations “is better than” and “is as good as”.</p>
<p>[T] Proceed through the references and indicate which you desire to download and examine further.</p>
<p>[E] What is Derek Parfit’s Repugnant Conclusion?</p>
<p>For any perfectly equal population with very high positive welfare, there is a population with very low positive welfare which is better, other things being equal.</p>
<p>[Q] What does “are elliptical for” mean with respect to two statements?</p>
<p>[R] It is easy to imagine someone reading the definition for the Repugnant Conclusion and falling into the trap of the hypothetical at the remark “for any perfectly equal population”.</p>
<p>[R] The only knob to turn, to crank down or up, is the population, in the Repugnant Conclusion, correct? Population size and interconnectedness seem to have a dynamical effect on population welfare. Is population size included in the “…perfectly equal…” stipulation?</p>
<p>[R] If we accept the Repugnant Conclusion, then any population axiology that is proposed cannot avoid but address it, as a condition of adequacy? My attempt to interpret: “A few theorists have argued that we should accept the Repugnant Conclusion and hence that avoidance of this conclusion is not a convincing adequacy condition for a population axiology.”</p>
<p>[R] Summary so far: There are population axiologies that have impossible results which show beliefs differ according the the size of a population and differ population welfares. Our beliefs should be consistent across population size and welfare. Many axiologies with beliefs that are inconsistent in this manner rule out as a condition of adequacy the Repugnant Conclusion. Some argue that the Repugnant Conclusion should be accepted.</p>
<p>[E] What is Derek Parfit’s Very Repugnant Conclusion?</p>
<p>For any perfectly equal population with very high positive welfare, and for any number of lives with very negative welfare, there is a population consisting of the lives with negative welfare and lives with very low positive welfare which is better than the high welfare population, other things being equal.</p>
<p>[R] I do wonder what “better than” means in this context. Perhaps this means “total welfare”?</p>
<p>[R] End at 7:55AM EST, 2025-12-26.</p>


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 ]]></description>
  <category>ethics</category>
  <category>welfare</category>
  <category>philosophy</category>
  <guid>https://O957.github.io/O957-Notes/posts/Arrhenius_OTPOASPE_2012/Arrhenius_OTPOASPE_2012.html</guid>
  <pubDate>Fri, 19 Dec 2025 00:00:00 GMT</pubDate>
</item>
<item>
  <title>Relationship Between Mass Extinction And Iridium Across The Cretaceous-Paleogene Boundary In New Jersey</title>
  <link>https://O957.github.io/O957-Notes/posts/Miller_RBMEAIATCPBINJ_2010/Miller_RBMEAIATCPBINJ_2010.html</link>
  <description><![CDATA[ 





<p>[A] PAPER for 2010 (Relationship between mass extinction and iridium across the Cretaceous-Paleogene boundary in New Jersey) by (Kenneth G. Miller, Robert M. Sherrell, James V. Browning, M. Paul Field, W. Gallagher, Richard K. Olsson, Peter J. Sugarman, Steven Tuorto and Hendra Wahyudi) as Miller_RBMEAIATCPBINJ_2010.</p>
<p>[R] Start at 22:13 PM EST, 2025-12-19.</p>
<p>[T] Define mass extinction, iridium, clay, Cretaceous, Palogene, bolide impact, calcareous, foraminifera, plankton, glass, shocked quartz, Chicxulub crater.</p>
<p>[Q] What are all the mass extinctions which humanity knows to have occurred and what evidence exists for their occurrence?</p>
<p>[R] Let us see how the authors will (1) link iridium (Ir) anomalies in New Jersey to the mass extinction of marine plankton marking the Cretaceous-Paleogene (K-Pg) boundary.</p>
<p>[Q] What evidence do we have to support the hypothesis “that a large bolide impact caused the Cretaceous-Paleogene (K-Pg) boundary mass extinction”?</p>
<p>[E] What are some lines evidence to support the Alvarez hypothesis:</p>
<p>Iridium anomaly right at the level of mass extinction in planktonic foraminifera and calcareous nannoplankton; altered impact glass and impact-derived shocked quartz; and the finding and dating of the ~180-km-diameter Chicxulub crater.</p>
<p>[E] What is the leading counter-hypothesis to the Alvarez hypothesis?</p>
<p>…hotspot volcanism of the Deccan Traps in India.</p>
<p>[T] Define hotspot volcanism, Deccan Traps, chron C29r, Pinna, dinocyst zone, tsunamite …</p>
<p>[Q] Where was “India” during the Late Cretaceous and how do we know this?</p>
<p>[Q] What is the normal ppb of Iridium in different materials and how significant or unlikely would one expect ~0.5 ppb to be?</p>
<p>[Q] How can one ascertain whether an organism was “in life position”? Re: “A third hypothesis, that the Ir is in place but the Pinna layer is a reworked tsunamite, was rejected based on the observation of P. laqueata in life position (Landman et al., 2007).”</p>
<p>[Q] Is it even possible for the Iridium to be displaced 20cm? Through what geological mechanism would this occur? Re: “A modest Ir anomaly of ~0.5 ppb occurs at the base of the Pinna bed, suggesting two hypotheses (Landman et al., 2007): (1) the diverse Cretaceous fauna survived the impact; or (2) the Ir is displaced 20 cm down section.”</p>
<p>[T] Define bioturbation, glauconite, sand, indurated, isotope dilution, downdip, paleodepth, spherule, tektite, carbonate, lapilli, clasts, ballistic deposits, …</p>
<p>[Q] Why were these eight localities chosen? How many localities minimally would be needed to test the relationship? At what point in testing localities are the returns in information diminishing? Re: “To test the relationship between Ir and the mass extinction event, we conducted a campaign of shallow coring (&lt;25 m) at eight New Jersey localities in 2008 and 2009 adjacent to outcrops of the K-Pg boundary.”</p>
<p>[Q] How does a NiS fire-assay work? Re: “This requires Ir analysis on small samples (1 g), which we accomplished using a NiS fire-assay technique modified after Ravizza and Pyle (1997).”</p>
<p>[T] Have LLMs explain this to you in more detail: “Low procedural blanks (7 pg g–1) combined with high-sensitivity sector field inductively coupled plasma–mass spectrometry provide the detection limits (10 pg g–1 = 0.01 ppb) essential for the quantification of Ir in 1 g sediment core samples.”</p>
<p>[Q] Why should the global Iridium anomaly occur above ballistic deposits? Re: “The global Ir anomaly is a result of stratospheric fallout and should occur above ballistic deposits, as it does at ODP Site 1049 at Blake Nose in the western North Atlantic (Norris et al., 1999), where the ejecta also occur immediately above the marine mass extinction.”</p>
<p>[Q] What are some examples of postdepositional processes?</p>
<p>[Q] Why are the pervasive white clay clasts interpreted as rip-ups resulting from a tsunami that eroded the outer continental shelf and upper slope? Re: “The pervasive white clay clasts are interpreted as rip-ups resulting from a tsunami that eroded the outer continental shelf and upper slope (Olsson et al., 1997, 2002; Norris et al., 2000).”</p>
<p>[Q] Why are echinoid fecal pellets used?</p>
<p>[R] That a subsequent tsunami (not the ones associated with the impact) could be detected or discerned clearly seems doubtful, just based on intuition.</p>
<p>[R] The fact that echinoid fecal pellet concentration increase rapidly after the increase in Iridium concentration seems odd to me.</p>
<p>[T] Define export production, authigenic, aquiclude,</p>
<p>[&gt;] Comparisons of these sections show that in clay-rich sections, the Ir anomaly correlates with the extinctions, but in sandier sections, the Ir is found 6 cm (Bass River) to 20 cm (Tighe Park) lower. The Ir anomaly at Tighe Park 1 is a sharp peak at a redox boundary that occurs 20 cm below the appearance of Danian dinocysts; this is similar to Bass River, where the anomaly occurs 6 cm below the appearance of Danian foraminifera and dinocysts. This differs from the other three sites, where broader Ir peaks are associated with the appearance of Danian dinocysts (Buck Pit 1) or the up-section increase in fecal pellets (Search Farm 1, Meirs Farm 1) that correlates with the appearance of Danian foraminifera and dinocysts.</p>
<p>[T] Create a mermaid diagram of the different sites studied and the forces that can move (mobilize) Iridium or affect its concentration.</p>
<p>[T] Download papers which have cited this paper on Google Scholar.</p>
<p>[R] End at 11:00 PM EST, 2025-12-19. Re-read pg. 869.</p>


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 ]]></description>
  <category>paleontology</category>
  <category>New Jersey</category>
  <category>Cretaceous</category>
  <category>K-T boundary</category>
  <category>extinction</category>
  <category>geology</category>
  <guid>https://O957.github.io/O957-Notes/posts/Miller_RBMEAIATCPBINJ_2010/Miller_RBMEAIATCPBINJ_2010.html</guid>
  <pubDate>Fri, 19 Dec 2025 00:00:00 GMT</pubDate>
</item>
<item>
  <title>Global Catastrophic Risks</title>
  <link>https://O957.github.io/O957-Notes/posts/Bostrom_GCR_2008/Bostrom_GCR_2008.html</link>
  <description><![CDATA[ 





<section id="introduction" class="level2" data-number="1">



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</section>

 ]]></description>
  <category>global priorities</category>
  <category>GCRs</category>
  <category>extinction</category>
  <category>geology</category>
  <category>astrobiology</category>
  <category>AI</category>
  <guid>https://O957.github.io/O957-Notes/posts/Bostrom_GCR_2008/Bostrom_GCR_2008.html</guid>
  <pubDate>Sun, 07 Dec 2025 00:00:00 GMT</pubDate>
</item>
<item>
  <title>Gaussian Processes For Machine Learning</title>
  <link>https://O957.github.io/O957-Notes/posts/Rasmussen_GPFML_2006/Rasmussen_GPFML_2006.html</link>
  <description><![CDATA[ 





<section id="preface" class="level2" data-number="1">
<h2 data-number="1" class="anchored" data-anchor-id="preface"><span class="header-section-number">1</span> Preface</h2>
<p>[R] Start around 7:15PM EST, 2026-01-11.</p>
<p>[A] BOOK for Gaussian Processes For Machine Learning (2006) by Carl Edward Rasmussen and Christopher K. I. Williams as Rasmussen_GPFML_2006.</p>
<p>[&gt;] The actual science of logic is conversant at present only with things either certain, impossible, or entirely doubtful, none of which (fortunately) we have to reason on. Therefore the true logic for this world is the calculus of Probabilities, which takes account of the magnitude of the probability which is, or ought to be, in a reasonable man’s mind. — James Clerk Maxwell [1850].</p>
<p>[&gt;] “…building systems that can adapt to their environment and learn from their experience…” (Series Forward)</p>
<p>[A] GP for Gaussian Process.</p>
<p>[R] Some high-level descriptions of the scope of the book include: “…the mathematical foundations and practical application of Gaussian processes in regression and classification tasks” and “…how Gaussian processes can be interpreted as a Bayesian version of the well-known support vector machine methods.” (Series Forward).</p>
<p>[R] The goal of the book: “…provide a systematic and unified treatment of this area [”the application of Gaussian process models to machine learning task”].”</p>
<p>[&gt;] “Gaussian processes provide a principled, practical, probabilistic approach to learning in kernel machines.”</p>
<p>[&gt;] “Roughly speaking a stochastic process is a generalization of a probability Gaussian process distribution (which describes a finite-dimensional random variable) to functions.”</p>
<p>[T] Define stochastic process, probability distribution, Gaussian, kernel, support vector machine, random variable, function, basis function, supervised learning, unsupervised learning, …</p>
<p>[&gt;] “By focussing on processes which are Gaussian, it turns out that the computations required for inference and learning become relatively easy.”</p>
<p>[&gt;] “While his own work was focused on sophisticated Markov chain methods for inference in large finite networks, he did point out that some of his networks became Gaussian processes in the limit of infinite size”</p>
<p>[A] NN for Neural Network.</p>
<p>[R] You appreciate the historica remarks concerning NNs and GPs made by the authors.</p>
<p>[E] What did NNs become so popular?</p>
<p>…they allowed the use of adaptive basis functions, as opposed to the well known linear models.</p>
<p>[R] There are likely some very interesting retrospective analyses that can be done with respect to claims and statements made in this Preface concerning aspects of the future of the machine learning (written before the revolution in deep learning).</p>
<p>[T] The preface ought to be read again after the rest of the book is read.</p>
<p>[Q] What is a “more expressive” covariance function?</p>
<p>[E] How do the goals of statistics and machine learning differ?</p>
<p>…in statistics a prime focus is often indata and models understanding the data and relationships in terms of models giving approximate summaries such as linear relations or independencies. In contrast, the goals in machine learning are primarily to make predictions as accurately as possible andalgorithms and predictions to understand the behaviour of learning algorithms.</p>
<p>[E] How do Gaussian processes bridge the gap between machine learning and statistics?</p>
<p>Gaussian processes are mathematically equivalent to many well known models, including Bayesian linear models, spline models, large neural networks (under suitable conditions), and are closely related to others, such as support vector machines. Under the Gaussian process viewpoint, the models may be easier to handle and interpret than their conventional counterparts, such as e.g.&nbsp;neural networks.</p>
<p>[T] Parse through the mathematical abbreviations and ensure you understand the different terms presented there.</p>
</section>
<section id="chapter-01-introduction" class="level2" data-number="2">
<h2 data-number="2" class="anchored" data-anchor-id="chapter-01-introduction"><span class="header-section-number">2</span> Chapter 01: Introduction</h2>
<p>[R] Start at 10:06 PM EST, 2026-01-11.</p>
<p>[T] Define the terms: regression, classification, …</p>
<p>[T] Come up with 5 examples of classification problems and 5 examples of regression problems?</p>
<p>[I] An interesting blog-post might be recording different dataset sizes of your own hand-written digits or letters and then using different methods for classifying hand-written digits or letters and seeing how each performs relative to the other with different amounts of training data.</p>
<p>[R] How to write, mathematically, a dataset: <img src="https://latex.codecogs.com/png.latex?%5Cmathcal%7BD%7D"> of <img src="https://latex.codecogs.com/png.latex?n"> observations, <img src="https://latex.codecogs.com/png.latex?%5Cmathcal%7BD%7D%20=%20%5C%7B(%5Cmathbf%7Bx%7D_i,%20y_i)%20%7C%20i%20=%201,%20%5Cdotsc,%20n%20%5C%7D"> where <img src="https://latex.codecogs.com/png.latex?%5Cmathbf%7Bx%7D"> is the input and <img src="https://latex.codecogs.com/png.latex?y"> is the output (or target).</p>
<p>[R] “training is inductive” as “we need to move from the finite training data <img src="https://latex.codecogs.com/png.latex?%5Cmathcal%7BD%7D"> to a function <img src="https://latex.codecogs.com/png.latex?f"> that makes predictions for all possible input values.”</p>
<p>[R] Two common approaches for dealing with the supervised learning problem (and the “assumptions about the characteristics of the underlying function”):</p>
<p>[R] End at 10:15 PM EST, 2026-01-11.</p>


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</section>

 ]]></description>
  <category>GPs</category>
  <category>mathematics</category>
  <category>ML</category>
  <guid>https://O957.github.io/O957-Notes/posts/Rasmussen_GPFML_2006/Rasmussen_GPFML_2006.html</guid>
  <pubDate>Sun, 07 Dec 2025 00:00:00 GMT</pubDate>
</item>
<item>
  <title>Creating Future People The Science And Ethics Of Genetic Enhancement</title>
  <link>https://O957.github.io/O957-Notes/posts/Anomaly_CFPTSAEOGE_ED2_2024/Anomaly_CFPTSAEOGE_ED2_2024.html</link>
  <description><![CDATA[ 





<section id="introduction" class="level2" data-number="1">
<h2 data-number="1" class="anchored" data-anchor-id="introduction"><span class="header-section-number">1</span> Introduction</h2>
<p>[R] Start (around) 5:30 PM EST, 2025-12-07.</p>
<p>[A] BOOK for Anomaly-CFPTSAEOGE-ED2-2024.</p>
<p>[R-Q] A thought you had before even opening this book was “How self-selecting is the intellectual space surrounding genetic modification?” and then “A left-leaning individual might be inclined to first look up the author, to form a judgement of them before or, possibly, rather than contending with the contents of the work itself” and then “By how much do the personalities (e.g.&nbsp;OCEAN) of those working with genome engineering (and related technologies) in laboratories differ distributionally from those ‘working with’ genome engineering (and related technologies) in ethics and philosophy?”.</p>
<p>[R] The Ultimatum and Public Goods game and the Prisoner’s Dilemna are the only elements of game theory in the table of contents; I imagine there is more in game theory that can be discussed in context of individual and collective decisions concerning assisted reproduction technology and genetic modification.</p>
<p>[Q] Which aspects or examples (perhaps 10) in game theory are most relevant to genetic enhancement of humans (besides the Public Goods and Ultimatum game and the Prisoner’s Dilemna)?</p>
<p>[T] Look these terms up using Perplexity and Claude. Engage with them until you can define the terms and explain their significance.</p>
<p>[Q] How many people actually take to heart the desire for their children to be happy and healthy? How can one evaluate how much a parent cares (intentions and outcomes) for their children? How much leeway do other people (individuals, governments, etc…) have in controlling the behavior of parents with their children? I imagine there are lifestyle decisions (e.g.&nbsp;smoking tobacco) that are made prior to one having children but consequential for the welfare of the child (genetically). What are some examples of these lifestyle choices? How are you personally failing your future children today?</p>
<p>[Q] What does human flourishing actually look like? As in, how have scholars defined or described different scenarios of human floushing? Regarding this last question, how much consensus or convergence is there concerning visions of human flourishing?</p>
<p>[E] What are some examples of interventions for societal good?</p>
<p>Altering ecosystems, modifying crops, imposing vaccines, imposing antibiotics, and imposing compulsatory education.</p>
<p>[Q] Which biological traits are, in expectation, most and least difficult to modify and why?</p>
<p>[Q] What are some examples of monogenic and polygenic diseases?</p>
<p>[P] As an exercise, you should plot fertility data (by demographic factors in the US, by country, etc…; in eggs produced via IVF procedures).</p>
<p>[Q] How are embryos in IVF genetically sequenced? How much damage if any is incurred on the embryo in performing the genetic sequencing?</p>
<p>[I] Once you upload and clean your notes, have Claude and Perplexity go through the questions and generate answers using a template.</p>
<p>[T] Download studies with a (.) next to them (in the notes section of the preface).</p>
<p>[Q] How would one go about improving polygenic scores or devising some other method that is more deterministic?</p>
<p>[Q] What existing theories are there surrounding SNPs? What are the fundamental natural drivers of mutation? Regarding the last question, might something as simple as temperature be involved?</p>
<p>[Q] Besides genetics “being young” (as a field) and the small number of eggs women produce in IVF cycles, are there other limiting factors in embryo selection? Regarding adoption, obviously policy and regulation might be a barrier (whether this is generally beneficial or harmful seemingly remains undetermined).</p>
<p>[Q] How have machine and deep learning improved embryo selection and assisted reproduction technologies? Regarding the last question, what are some major studies or repositories in this space and what are some emerging and or yet-to-be-test methods?</p>
<p>[R-Q] There are some major questions huamns must contend with concerning in vitro gametogenesis: How should governments regulate this? What traits would people prefer their children to have? How might relationships and marriage change? How much value is there in the bionormative mode of human reproduction and development?</p>
<p>[T] Consider donating to a sperm bank and or freezing your sperm (possibly over time, for experimentation purposes). At a minimum, download any datasets on selection preferences for sperm banks.</p>
<p>[Q] What datasets exist involving sperm banks and the traits of donors that are preferred or selected for by receivers?</p>
<p>[Q] What are some fundamental questions humanity must contend with in genetics, assisted reproductive technology, and related fields (or related methods)?</p>
<p>[Q] What work remains to be done to realize in vitro gametogeneis? How DIY or inexpensive might in vitro gametogenesis be one day? A limiting factor for some scenarios seems to be womb availability or capabilities with ectogenesis.</p>
<p>[T] With each new headline, the pressure to finish GET grows. Work on this!</p>
<p>[R] Tentatively, you believe that, at a minimum, in your lifetime, you will experience some highly unnerving developments in human genetic modification prior to the (possible) curtailing or realization of human flourishing via AI. Oftentimes, feelings of “inevitability” coincide with your thoughts of future involving immense transformation of human civilization engendered by AI or genetic engineering (especially, genetic engineering humans).</p>
<p>[T] Define sperm, egg, ovulation, PGT, GWAS, polygenic disease, monogenic disease, in vitro gametogenesis, embryo, SNP, pluripotent stem cell, somatic cell, gamete, and IVF.</p>
<p>[I] An investment strategy for some futures in this space might be collecting biological material from the individuals in possession of highly sought out traits.</p>
<p>[R] You want “human flourishing” but something feels so “off” (as though you are stepping into the depths of completely novel but dark abyss, on the edge of drowning but also of discovery) with the genetic enhancement of humans. The words or phrases “erasure”, “human dignity”, “extinction”, “unnatural”, “left out”, “tragedy”, and “unfair”, are some that come to mind. Some futures seem to include the mass erasure of “flawed” genetic lines (and also of familial heritage or the “family” in general). Although, today, the “unfairness” latent in certain trait distributions (e.g.&nbsp;height for men, IQ, etc…) is mostly tolerated by humanity without much pause.</p>
<p>[R] End (around) 7:00 PM EST, 2025-12-07.</p>


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</section>

 ]]></description>
  <category>human-enhancement</category>
  <category>genetics</category>
  <category>reprogenetics</category>
  <category>biology</category>
  <category>PGS</category>
  <category>embryo screening</category>
  <category>IVF</category>
  <guid>https://O957.github.io/O957-Notes/posts/Anomaly_CFPTSAEOGE_ED2_2024/Anomaly_CFPTSAEOGE_ED2_2024.html</guid>
  <pubDate>Sun, 07 Dec 2025 00:00:00 GMT</pubDate>
</item>
<item>
  <title>Social Epistasis Amplifes The Fitness Costs Of Deleterious Mutations Engendering Rapid Fitness Decline Among Modernized Populations</title>
  <link>https://O957.github.io/O957-Notes/posts/Menie_SEATFCODMERFAMP_2017/Menie_SEATFCODMERFAMP_2017.html</link>
  <description><![CDATA[ 





<p>[A] PAPER for Menie_SEATFCODMERFAMP_2017</p>
<section id="abstract" class="level2" data-number="1">
<h2 data-number="1" class="anchored" data-anchor-id="abstract"><span class="header-section-number">1</span> Abstract</h2>
<p>[T] Define the terms genome, mutation, pleiotrophy, fitness, fertility, …</p>
<p>[A] BOOK1 for A Dictionary Of Genetics (7th Edition) King_ADOG_ED7_2007</p>
<p>[A] BOOK2 for NCI Dictionary of Genetics Terms</p>
<p>[E] What is a mutation?</p>
<p>A change in the usual DNA sequence at a particular gene locus. Although the term often has a negative connotation, mutations (including polymorphisms) can be harmful, beneficial, or neutral in their effect on cell function. The term “variant” is sometimes used as a synonym for mutation. (BOOK2)</p>
<p>[E] What is a gene?</p>
<p>The basic unit of heredity passed from parent to child. Genes are made up of sequences of DNA and are arranged, one after another, at specific locations on chromosomes in the nucleus of cells. They contain information for making specific proteins that lead to the expression of a particular physical characteristic or trait or to a particular function in a cell. (BOOK2)</p>
<p>[E] What is pleiotrophy?</p>
<p>A genetic phenomenon where a single gene influences multiple, seemingly unrelated phenotypic traits… The mechanism behind pleiotrophy is largely tied to a gene’s influence on metabolic pahtways (Biology Notes Online)</p>
<p>[T] Purchase some book on genetics that adequately cover pleiotrophy. Also, define the remaining terms online, using an AD-Blocker (pg. 1)</p>
<p>[R] Claims of the abstract: (1) most work on deleterious mutations ignores considerations outside carrier organisms, (2) there are adverse effects of deleterious mutations in individuals on the population to which the individual belongs, (3) in social species, interactions between organisms, where one is a carrier of deleterious mutations, … (pg. 1)</p>
<p>[Q] What is a gene-gene interaction? Is this just carrier → other member and carrier → another member, etc… in terms of fitness reduction? (pg. 1)</p>
<p>[Q] What are some examples of group-level processes in humans? (pg. 1)</p>
<p>[Q] How do we establish certain mutations as behavior altering? (pg. 1)</p>
<p>[Q] What other explanations exist for the sub-replacement fertilities of modernity? Women being educated and having access to birth control plays a large role (seemingly). (pg. 1)</p>
<p>[Q] What is the “amplification” in the social epistasis amplification model? (pg. 1)</p>
<p>[T] Better define the Calhoun mice experiments (e.g.&nbsp;the parameters and results of Universe 25) along with other famous mouse/rat experiments.</p>
</section>
<section id="introduction-the-human-mutation-load-paradox" class="level2" data-number="2">
<h2 data-number="2" class="anchored" data-anchor-id="introduction-the-human-mutation-load-paradox"><span class="header-section-number">2</span> Introduction: The Human Mutation Load Paradox</h2>
<p>[Q] How did previous human populations (e.g.&nbsp;under agriculture, hunter-gathering, or industry) become “purified” under selection pressurs? What were these pressures? (pg. 1)</p>
<p>[T] You’ve marked references with a (dot) if you believe they’re worth looking at or downloading? (pg. 1)</p>
<p>[T] Look up the references for fraud and or failure to be reproduced or replicated? (pg. 1)</p>
<p>[R] Some of the references regarding paternal age make you feel pressured to have children sooner rather than later or to freeze your sperm now for children you have later. (pg. 1)</p>
<p>[Q] What methods exist for evaluating the quality of a sperm cell? (pg. 1)</p>
<p>[R] Use Claude to answer the above questions and have a box to mark that you have or haven’t read. (pg. 1)</p>
<p>[Q] What are two de novo base-substitution mutations and why would this be significant? “de novo” as “afresh” and “base substitution” as a type of genetic mutation where one nucleotide in the DNA sequence is replaced with another. (DDG Search Assist) (pg. 1)</p>
<p>[Q] How long is a sequence of human DNA and how risky is a two base pair substitution? “about 3 billion base pairs” and depends on genes affected and context of the mutations. (DDG Search Assist) (pg. 1)</p>
<p>[Q] So, at your current age, how many base pair mutations do you have in your sperm? (pg. 1)</p>
<p>[&gt;] “Offspring acquire approximately 40-80 de novo mutations per genome per generation” (pg. 1)</p>
<p>[R] If a generation is 25 years, then that’s around 2.33% of 3 billion nucleotides with base-pair substitutions, i.e.&nbsp;about 7e7 substitutions, i.e.&nbsp;<img src="https://latex.codecogs.com/png.latex?%5Cfrac%7B40%7D%7B7e7%7D%20%5Ccdot%20100%20=%20%5Calpha"> percent of substitutions that become mutations. Is this how it works?</p>
<p>[T] See Wikipedia for more information on mutation rates and also use Claude for the above. (pg. 1)</p>
<p>[Q] So, base-pair substitution mutations do not occur spontaneously? What is the difference and how are mutations categorized? What determine the rate of mutation incidence?</p>


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</section>

 ]]></description>
  <category>social epistasis</category>
  <category>evolution</category>
  <category>genetics</category>
  <category>mutation</category>
  <category>fitness</category>
  <guid>https://O957.github.io/O957-Notes/posts/Menie_SEATFCODMERFAMP_2017/Menie_SEATFCODMERFAMP_2017.html</guid>
  <pubDate>Sun, 07 Dec 2025 00:00:00 GMT</pubDate>
</item>
<item>
  <title>Astrobiology Understanding Life In The Universe</title>
  <link>https://O957.github.io/O957-Notes/posts/Cockell_AULITU_ED2_2020/Cockell_AULITU_ED2_2020.html</link>
  <description><![CDATA[ 





<section id="introduction" class="level2" data-number="1">
<h2 data-number="1" class="anchored" data-anchor-id="introduction"><span class="header-section-number">1</span> Introduction</h2>
<p>[A] BOOK for Cockell_AULITU_ED2_2020.</p>
<p>[T] Look up other MOOCs in astrobiology to include on the awesome-astrobiology GitHub page (pg. Acknowledgements)</p>
<p>[R] Routinely, undercurrents of urgency and a general sense of anxiety puncture your halcyon. Reading calms you and clears away some of this jitteriness. Reading for several hours per day seems as though it would be on par with physical exercise w.r.t. it’s positive efficaciousness. Walks w/ “Today I Learned” (TIL) phone calls or real-space conversations might also be positively transformative. In quizzing others you would also further solidify your recent learnings.</p>
<p>[R] Start 11:25 PM EST, 2025-11-01.</p>
</section>
<section id="chapter-01-astrobiology" class="level2" data-number="2">
<h2 data-number="2" class="anchored" data-anchor-id="chapter-01-astrobiology"><span class="header-section-number">2</span> Chapter 01: Astrobiology</h2>
<p>[E] What is astrobiology concerned with and what does it investigate?</p>
<p>…with the origin, evolution, and distribution of life in the Universe and …life in the cosmic context. (pg. 1)</p>
<p>[T] Define astrobiology, Earth, planet, …</p>
<p>[E] What four large-scale questions does astrobiology concern itself with?</p>
<ol type="1">
<li>How did life originate and diversify on Earth? (2) How does life co-evolve with a planet? (3) Does life exist beyond Earth? (4) What is the future of life on Earth and its capacity to move beyond the home planet? (pg. 1)</li>
</ol>
<p>[T] A question to mull over: “Why study biology in a cosmic context?” (pg. 1) …astronomical factors influence life.</p>
<p>[T] Define Sun, greenhouse effect, galaxy, Cretaceous, dinosaur, star, Red Giant, …</p>
<p>[R] See the section from pg. 2-3 BOOK for a description of the value of the term astrobiology over just biology.</p>
<p>[Q] How many stars and galaxies are there in the observable Universe?</p>
<p>[R] See pg. 5 BOOK for a table of topics that you would like to be able to lecture about in astrobiology.</p>
<p>[T] Define molecule, Big Bang, exoplanet, solar system, …</p>
<p>[R] See pg. 4 BOOK column 2 for questions on the limits of life.</p>
<p>[&gt;] “How did the elements required for life (which we identified in the first part of the textbook) form, and where did they come from.” (pg. 4)</p>
<p>[R] In general, Chapter 1 BOOK contains many of the fundamental questions in astrobiology.</p>
<p>[R-Q] In reading this text, you can image someone, insulated from education, taking umbrage with the claim there are around <img src="https://latex.codecogs.com/png.latex?10%5E%7B22%7D"> stars. How can we know that? Can one trust our instruments of measurement or truly, accurately interpret these instruments?</p>
<p>[R] The sequential nature of life on Earth… successive openings — irreversible — of Pandora’s box, evolutionarily speaking… is utterly amazing and, to some extent, frightening. The question of inevitable is a huge one.</p>
<p>[Q] How is the emergence of life on a planet “frought with difficulties”?</p>
<p>[R] The study of GCRs and X-risks seems quite fitting within the domain of astrobiology. You are interested in conducting research in paleontology, astrobiology, human survival (GCRs and X-risks), genetics, and statistics, among other fields. You keep thinking about all the cosmic wonder and curiosity that the field of astrobiology engenders in you. These thoughts feel pitted against a sense that Western Civilization and its institutions, along with the pursuit of knowledge via Science, is experience a steep decline.</p>
<p>[R] Try writing answers to the review questions without looking back at the text; explain in your notes when you cannot remember something from the text.</p>
<p>[T] Define Metrodorus of Chios, Democritus, …</p>
<p>[E] How can a historical perspective in science be useful?</p>
<p>…to understand how we got here and why certain questions have become prominent lines of enquiry. (pg. 10)</p>
<p>[R] I believe, somewhat ironically, that Metrodorus’s line of reasoning was probably not unique, given how many individuals have existed on this Earth and given how often people ponder Nature. What seems unique about his thinking is that it was recorded first.</p>
<p>[E] Why did people believe the Earth was the center of the Universe?</p>
<p>…the observation that stars never moved with respect to one another. (pg. 11)</p>
<p>[T] Define Copernicus, heliocentric model, geocentric model, Aristarchus, Giordano Bruno, …</p>
<p>[R] The G. Bruno quite on pg. 11 BOOK column 1 bottom is profound, especially given how old it is. The quote has an austere character, being such a clear and concise statement about the nature of reality. You wish to make statements of this character in future research.</p>
<p>[R] Many planets (more than just Earth) → heliocentric view induced → notions of exoplanets with their own Suns → telescopes.</p>
<p>[T] Define Christiaan Huygens, Bernard de Bovier de Fontenelle, William Herschel, Camille Flammarion, Percival Lowell, Ockham’s Razzor, William of Ockham, …</p>
<p>[R] There are probably many untold stories when it comes to microbial or calcerous nannofossil datasets.</p>
<p>[T] Define Viking (Mars) experiments and Gavril Tikhov, add historical entries for pg. 10-14 BOOK, and add entries on the planets and their major moons.</p>
<p>[E] What did the Viking biology experiments on Mars in 1976 demonstrate?</p>
<p>…that we can go to other planets and implement the scientific method in the search for life. (pg. 14)</p>
<p>[T] Define absorption spectroscopy, Joshua Lederberg, …</p>
<p>[T] Download sources with a (.) on pg. 15-16 BOOK.</p>
<p>[R] End around 1:00 AM EST, 2025-11-02.</p>


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</section>

 ]]></description>
  <category>astrobiology</category>
  <category>geology</category>
  <category>astronomy</category>
  <guid>https://O957.github.io/O957-Notes/posts/Cockell_AULITU_ED2_2020/Cockell_AULITU_ED2_2020.html</guid>
  <pubDate>Sat, 01 Nov 2025 00:00:00 GMT</pubDate>
</item>
<item>
  <title>Forecasting Virus Outbreaks With Social Media Data Via Neural Ordinary Differential Equations</title>
  <link>https://O957.github.io/O957-Notes/posts/Nunez_FVOWSMDVNODE_2023/Nunez_FVOWSMDVNODE_2023.html</link>
  <description><![CDATA[ 





<p>[A] PAPER for Nunez_FVOWSMDVNODE_2023.</p>
<section id="abstract" class="level2" data-number="1">
<h2 data-number="1" class="anchored" data-anchor-id="abstract"><span class="header-section-number">1</span> Abstract</h2>
<p>[R] Claims: social media data as early predictor of epidemic waves (1); online polls can be used as predictor (2); neural ODE can capture the dynamics and estimate new infections well (3); consequences of change in infections can be predicted with neural ODEs (4).</p>
<p>[T] Define COVID-19, neural ODE, social media, forecast, prediction, …</p>
</section>
<section id="introduction" class="level2" data-number="2">
<h2 data-number="2" class="anchored" data-anchor-id="introduction"><span class="header-section-number">2</span> Introduction</h2>
<p>[R] Pandemic → parameter estimates, not the other way around.</p>
<p>[R] That is a nice quote that was included.</p>
<p>[&gt;] “You tell me what numbers to put in my equations, and I’ll give you the answer …But you can’t tell me the numbers, because nobody knows them…”</p>
<p>[Q] How is forecasting vital for health during epidemics and pandemics?</p>
<p>[Q] What health surveillance systems have been established across the globe?</p>
<p>[Q] What are example information sources in health surveillance?</p>
<p>[T] Add the other two entries from PAPER pg. 1</p>
<p>[T] Define weight adjustment and sample bias.</p>
<p>[R] What I am getting is that digital surveillance (old) and “late indicators” together as predictors outperform either predictor alone.</p>
<p>[T] Add Mermaid model for part with “M” on pg. 2. This describes the data available.</p>
<p>[T] Describe the tasks with “T” as a Mermaid model as well.</p>
<p>[T] Describe parts in [ ] using mathematics. What is “this object”?</p>
<p>[Q] How do “these phase space methods” (why is it called this) allow “the prediction of potential future … region.”</p>
</section>
<section id="covid-19-symptom-survey-through-facebook" class="level2" data-number="3">
<h2 data-number="3" class="anchored" data-anchor-id="covid-19-symptom-survey-through-facebook"><span class="header-section-number">3</span> COVID-19 Symptom Survey Through Facebook</h2>
<p>[Q] What are ll the numerical indicators?</p>
<p>[R] The most meaningful part here is (1) how do the sruvey responses yield the numerical indicators and (2) what are the numerical indicators? (pg. 2)</p>
<p>[R] From Facebook (with public health officials) as the data providers. (pg. 2)</p>
<p>[Q] Why is this study a “non-formal” investigation of the indicators’ recall? (pg. 3)</p>
</section>
<section id="models-first-principls-and-data-driven" class="level2" data-number="4">
<h2 data-number="4" class="anchored" data-anchor-id="models-first-principls-and-data-driven"><span class="header-section-number">4</span> Models: First Principls And Data Driven</h2>
<p>[R] Need a model that “relates the rate of variation if the different indicators to the model’s state variables” and “relates the new cases as a function of the different signals extracted from the surveys.”</p>
<p>[R] Claim is need a data drive over parameter driven model?</p>
<p>[R] For a region, <img src="https://latex.codecogs.com/png.latex?%5Cvec%7By%7D(t)"> is a vector of indicators (and new cases); the model is a “function that approximates the vector’s temporal resolution”.</p>
<p>[Q] “Nowt clear how to characterize the link between them from first principles.” How much though went into this? “…absence of known functional form that links the variables.”</p>
<p>[R] Rate of variation in indicators / variables as <img src="https://latex.codecogs.com/png.latex?%5Cfrac%7B%5Ctriangle%20%5Cvec%7By%7D%7D%7B%5Ctriangle%20%20t%7D"> with sufficiently small <img src="https://latex.codecogs.com/png.latex?%5Ctriangle%20%20t"> as <img src="https://latex.codecogs.com/png.latex?%5Cfrac%7Bd%20%5Cvec%7By%7D%7D%7Bd%20t%7D">.</p>
<p>[T] Define parameterized function, NN, …</p>
<p>[Q] What other parametric / non-parametric options exist for the task, why a neural ODE?</p>
<p>[R] <img src="https://latex.codecogs.com/png.latex?%5Cfrac%7Bd%20%5Cvec%7By%7D%7D%7Bd%20t%7D=%20NN(%5Cvec%7By%7D,%20t,%20%5Ctheta)"> with <img src="https://latex.codecogs.com/png.latex?%5Ctheta"> as the weights; also, this depends on <img src="https://latex.codecogs.com/png.latex?t">; the forward pass solves the initial value problem, i.e.&nbsp;gets the value of <img src="https://latex.codecogs.com/png.latex?%5Cvec%7By%7D(t_0)">.</p>
<p>[R] So neural-ODEs are time continuous so non-uniform data and predictors are available (unlike RNNs and LSTMs).</p>
<p>[T] Claude to use <code>forecasttools</code> or <code>forecasttools-py</code> (first with adding data access options) to get the data then set up MLflow comparison for neural ODEs with LSTMs and RNNs.</p>


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 ]]></description>
  <category>ODEs</category>
  <category>mathematics</category>
  <category>forecasting</category>
  <category>infectious disease modeling</category>
  <category>epidemiology</category>
  <guid>https://O957.github.io/O957-Notes/posts/Nunez_FVOWSMDVNODE_2023/Nunez_FVOWSMDVNODE_2023.html</guid>
  <pubDate>Wed, 01 Jan 2025 00:00:00 GMT</pubDate>
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