经典缩放定律假设有无限独特数据，这在现实中几乎不可能。初学者常忽略数据有限性对模型训练的影响，导致过度依赖理论预测。实际应用中需考虑数据重复、质量有限等因素对缩放定律的影响。

这个案例展示了开放世界评估的实际应用，每年约5万美元的成本表明这种评估需要相当大的资源投入。相比传统基准测试，这种评估方式更接近真实应用场景，但也因此成本更高，难以大规模实施。

这些惊人的安全漏洞发现能力表明AI已经超越了传统安全工具，能够自主发现几十年未被发现的漏洞。特别是能够自主链接Linux内核漏洞的能力，展示了AI在网络安全领域的革命性潜力，这可能彻底改变安全研究和漏洞修复的方式。

for - Our World in Data - discredited website - mix legitimate with illegitimate research to advance a biased ideology

for - open source - world population data - Worldpop

In den Ländern, die sich in Paris 2015 einer Initiative gegen das Verbrennen von nicht genutztem Erdgas (flaring) angeschlossen hatten, wird das Verbrennen mit offener Flamme oft nur durch Verbrennung in geschlossenen Anlagen ersetzt, wie eine investigative journalistische Recherche ergab. Die Menge der Emissionen sinkt dadurch nicht wesentlich, aber diese Anlagen sind für Satelliten nicht äußerlich erkennbar. https://www.theguardian.com/environment/2024/may/02/methane-emissions-gas-flaring-hidden-satellite-monitors-oil-gas

Ressourcen für die Recherche zu Methan-Emissionen: https://gijn.org/resource/new-tools-investigate-methane-emissions/

Interview mit Hannah Ritchie zu ihrem Buch "Not the End of the World". Richie betont, das technische Lösungen vorhanden sind, um die globale Erhitzung zu stoppen. Wissen um diese Lösungen und bereits erzielte Erfolge erleichtere das Engagement, während Pessimismus lähmend sei. https://www.derstandard.de/story/3000000202689/klimaexpertin-ritchie-vieles-bewegt-sich-in-die-richtige-richtung

• for: quote, quote - Prateek Raj, quote - internet regulation, quote - reducing misinformation, fake news, indyweb - support
• quote
  • We lived in a relatively unregulated digital world until now.
  • It was great until the public realized that a few companies wield too much power today in our lives.
  • We will see significant changes in areas like
    • privacy,
    • data protection,
    • algorithm and
    • architecture design guidelines, and
    • platform accountability, etc.
  • which should reduce the pervasiveness of
    • misinformation,
    • hate and visceral content
  • over the internet.
  • These steps will also reduce the power wielded by digital giants.
  • Beyond these immediate effects, it is difficult to say if these social innovations will create a more participative and healthy society.
  • These broader effects are driven by deeper underlying factors, like
    • history,
    • diversity,
    • cohesiveness and
    • social capital, and also
    • political climate and
    • institutions.
  • In other words,
    • just as digital world is shaping the physical world,
    • physical world shapes our digital world as well.
• author: Prateek Raj
  • assistant professor in strategy, Indian Institute of Management, Bangalore

Deepti Gurdasani. (2022, January 10). Lots of people dismissing links between COVID-19 and all-cause diabetes. An association that’s been shown in multiple studies- whether this increase is due to more diabetes or SARS2 precipitating diabetic keto-acidosis allowing these to be diagnosed is not known. A brief look👇 [Tweet]. @dgurdasani1. https://twitter.com/dgurdasani1/status/1480546865812840450

Olson, S. M., Newhams, M. M., Halasa, N. B., Price, A. M., Boom, J. A., Sahni, L. C., Pannaraj, P. S., Irby, K., Walker, T. C., Schwartz, S. P., Maddux, A. B., Mack, E. H., Bradford, T. T., Schuster, J. E., Nofziger, R. A., Cameron, M. A., Chiotos, K., Cullimore, M. L., Gertz, S. J., … Randolph, A. G. (2022). Effectiveness of BNT162b2 Vaccine against Critical Covid-19 in Adolescents. New England Journal of Medicine, 0(0), null. https://doi.org/10.1056/NEJMoa2117995

Tseng, H. F., Ackerson, B. K., Luo, Y., Sy, L. S., Talarico, C., Tian, Y., Bruxvoort, K., Tupert, J. E., Florea, A., Ku, J. H., Lee, G. S., Choi, S. K., Takhar, H. S., Aragones, M., & Qian, L. (2022). Effectiveness of mRNA-1273 against SARS-CoV-2 omicron and delta variants (p. 2022.01.07.22268919). https://doi.org/10.1101/2022.01.07.22268919

Simon, M. A., Luginbuhl, R. D., & Parker, R. (2021). Reduced Incidence of Long-COVID Symptoms Related to Administration of COVID-19 Vaccines Both Before COVID-19 Diagnosis and Up to 12 Weeks After (p. 2021.11.17.21263608). https://doi.org/10.1101/2021.11.17.21263608

Visual, F. T., & team, D. J. (n.d.). Covid-19 vaccine tracker: The global race to vaccinate. Retrieved 13 December 2021, from https://ig.ft.com/coronavirus-vaccine-tracker/

Holder, Josh. ‘Tracking Coronavirus Vaccinations Around the World’. The New York Times, 29 January 2021, sec. World. https://www.nytimes.com/interactive/2021/world/covid-vaccinations-tracker.html.

Coronavirus Pandemic Data Explorer. (n.d.). Our World in Data. Retrieved March 3, 2021, from https://ourworldindata.org/coronavirus-data-explorer

Westgate, Erin, Nick Buttrick, Yijun Lin, and Gaelle Milad El Helou. ‘Pandemic Boredom: Predicting Boredom and Its Consequences during Self-Isolation and Quarantine’. PsyArXiv, 11 May 2021. https://doi.org/10.31234/osf.io/78kma.

Savaris, R. F., G. Pumi, J. Dalzochio, and R. Kunst. ‘Stay-at-Home Policy Is a Case of Exception Fallacy: An Internet-Based Ecological Study’. Scientific Reports 11, no. 1 (5 March 2021): 5313. https://doi.org/10.1038/s41598-021-84092-1.

Makulec, A. (2021, February 1). Demystifying Vaccination Metrics. Medium. https://medium.com/nightingale/demystifying-vaccination-metrics-cd0a29251dd2

Nagaraj, A., Shears, E., & Vaan, M. de. (2020). Improving data access democratizes and diversifies science. Proceedings of the National Academy of Sciences, 117(38), 23490–23498. https://doi.org/10.1073/pnas.2001682117

big data solutions for cardiovascular and oncological research.

That’s something we’ve been doing, yes.

Among the most useful summaries I have found for Linked Data, generally, and in relationship to libraries, specifically. After first reading it, got to hear of the acronym LODLAM: “Linked Open Data for Libraries, Archives, and Museums”. Been finding uses for this tag, in no small part because it gets people to think about the connections between diverse knowledge-focused institutions, places where knowledge is constructed. Somewhat surprised academia, universities, colleges, institutes, or educational organisations like schools aren’t explicitly tied to those others. In fact, it’s quite remarkable that education tends to drive much development in #OpenData, as opposed to municipal or federal governments, for instance. But it’s still very interesting to think about Libraries and Museums as moving from a focus on (a Web of) documents to a focus on (a Web of) data.