Editorial: Advanced in situ characterization of biological interfaces and materials
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Rapid changes are occurring on this dynamic planet–in 2020 anthropogenic mass was reported to not only match but exceed the mass of natural origins [1]. These indications do not bold well for humanity in the coming generations, as we face (2 degree overall temperature increases over the next 5 years, CO2 is spewing into the atmosphere at the Gigatonne (Gt) rate per year without any signs of mitigation in the foreseeable future, ocean water levels are rising to incredible levels, drinking water availability is disappearing, humanity is heavily reliant on the “drill-and-fill” culture, and two wars are currently being fought in Gaza and Ukraine [2]. And even with these pressures, humanity continues to eke out impressive scientific and technological achievements in the recent past including mRNA vaccines to counter a global pandemic [3] and the development of CRISPR-Cas9 drugs [4]. All these developments are only possible from the incremental methodological improvements taking place presently.A few take-home messages from the 24th American Conference on Crystal Growth and Epitaxy West Meeting at Fallen Leaf Lake, CA this past June, include a need to address issues of sustainability and a session on “Environmental and Energetic Materials.” These ideas have not fallen off by the side of the road, but must be fully integrated into our own research programs in our own labs on a daily basis. There is unfavorable evidence that if our society does not mitigate the emission of greenhouse gasses by 2030 significantly, we will lose the opportunity to rein in any impact on these climate effects occurring all around the world [5]. Here in this special-topics issue, we have gathered some papers of relevance that demonstrate the importance of materials in this discussion on the climate and sustainability on Earth and beyond.In this issue, current state-of-the-art uses of one of the most abundant minerals CaCO3 on this planet to address climate change is discussed. From utility in carbon capture to the formation of construction materials and seed coats for agricultural applications, CaCO3 still has many “tricks” up its sleeves as a target material for sustainability and climate sensitive applications (Figure 1). Cate Levey and coworkers examine mechanisms of making CaCO3 stronger through lithification processes [6]. Part of these processes can be better understood by investigating the constituents that lead up to the formation of CaCO3 mineral before nucleation, at the molecular level. Mark Bewernitz and coworkers discovered that a measurable liquid condensed phase (LCP) can be formed with a local concentration of bicarbonate ions, leading to questions about the existence of precursor phases that appear before CaCO 3 nucleation and crystal growth [7,8]. These liquidliquid phase separations have been recently "all the rage" in the fields of molecular and cell biology due to their surprise abundance in cells, but have been initially discovered by materials scientists a few decades before as amorphous materials have been known to materials chemists and physicists for some time [9] (Figure 2). [11]. In our own works on CaCO 3 mineralization, there will be many more methods developed to manipulate CaCO 3 minerals for many applications [12][13][14]. As shown in the figure below, there are many interfaces where CaCO 3 precursors can interact with to alter mineralization pathways (Figure 2). We only show a few of the numerous applications of CaCO 3 utilized, whereby with subsequent methodological developments and improvements these applications will increase exponentially in the following years. As we witness the next 5 years of advances in science and engineering, many of these new developments will be in the area of in situ methodologies. Many of these improvements will most likely be developed from the materials sciences and materials chemistry communities before spreading into the general scientific community. This was observed for methods like cryo-electron microscopy and micro-electron diffraction techniques which are now widely used in biomedical research [15,16]. We envision similar trends in the development of methodology will occur with other in situ methodologies too. Perhaps we will be seeing more in situ (fast scanning) atomic force microscopy, 3D fast force mapping, chemical spectroscopy and microcalorimetry work in the biological sciences in the near future.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it