Science is in trouble on every continent affected by corporation-, investor-, financier-, grey-market (derivatives, cryptocurrency, neighborhood level ‘vice,’ drugs and crime)-, and black market (gangsters, drug importation, captive workers, trafficking, child exploitation, military/ regime death camps) -DRIVEN INFLATION with everyone who is angry about wasted public funds and lavishly publicly subsidised and Internal Revenue or national Taxation Office exempted, rebated and rewarded projects that do nothing for economies but nominally deploy tens of thousands of people on commonly tedious, repetitive, regimented if not INANE tasks (more suited to the fast and clever young) – in essentially counting living things, or in the case illustrated below, poisoned moribund things, and uploading terabytes of frankly junk data of no service to the human project but only to the billionaire cabal whereby it persists with an aspirationally ENDLESS FISCAL GROWTH AND ENRICHMENT TRIUMPHALIST IRRELEVANT SCIENCE¹ VENTURE FOR ITS ACOLYTES AND SUCK-HOLES in its nefarious business of erasing economy, languages, LIVING culture – or faith and society – for the fun and profit of itself while all around it millions are fraught, injured and killed by ‘want, squalor, disease,’ and my final two of William Beveridge’s 1942 socio-economic catastrophes, idleness and ignorance – these being the unmistakable PRIMARILY-INTENDED SOCIALLY ENGINEERED OUTCOMES of what we ALL glibly and erroneously call artificial intelligence – the genocidal assault by ideologically fascist, ‘totalist,’ ‘Aryan,’ unregulated and dysregulated neoliberal regimes against ALL non Anglo Celtic peoples, all non Christian and non Judaic religious practitioners or adherents – or just those like BILLIONS of us WHO ONCE TOOK SOLACE IN ANCIENT SCRIPTURE, OBSERVATION OR CEREMONY – ALL traditional and First Nations peoples, AND, as we come full circle back to the global economic crisis: SYSTEMATIC ATTACK ON THE INCOME, HOUSING and FOOD SECURITY of ALL MIDDLE-INCOME WORKING householders – manifestly and obviously to any skilled and capable economic planner INTENDED to reach right into the UPPER MIDDLE INCOME households and smash their savings each year ahead..

“Here, we present a AI-based model for predicting chemical toxicity. The model uses transformers to capture toxicity-specific features directly from the chemical structures and deep neural networks to predict effect concentrations. The model showed high predictive performance for all tested organism groups—algae, aquatic invertebrates and fish—and has, in comparison to commonly used QSAR methods, a larger applicability domain and a considerably lower error. When the model was trained on data with multiple effect concentrations (EC50/EC10), the performance was further improved. We conclude that deep learning and transformers have the potential to markedly advance computational prediction of chemical toxicity.”

https://www.biorxiv.org/content/10.1101/2023.04.17.537138v1

John

Energy Neurolinguistics Quantum Relations Health Philosophy of Science Australia🦘🇦🇺

¹ I do not include rockets and satellite telemetry in this discussion – by expenditure alone let alone pollution and the generation of millions more tonnes of carbon and other disastrous global heating gases, it steals from the wretched of the Earth (Frantz Fanon 1961 French Algeria specifically) AND EVERY YOUNG FAMILY OTHER THAN THE CHILDREN OF THE RICH – who will inevitably as the world stands this day pay a lethal personal price in any case.