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
Abstract Chrysotile from Thetford Mines in Quebec, Canada was treated first with mild formic or oxalic acid at concentrations of 0.5 to 2.0 N at 200°C in Teflon-lined 12.0 mL Parr bombs. The reaction products were identified by X-ray diffraction as a poorly crystalline Fe-bearing kerolite-like 2:1 layer silicate (which will be described as a kerolitic precipitate or a kerolitic mesophase in this report). Electron microscopic examination showed a thin foily morphology for this kerolitic mesophase that may have formed by the following reaction: (1) $\mathop {{\rm{M}}{{\rm{g}}_{\rm{6}}}{\rm{S}}{{\rm{i}}_{\rm{4}}}{{\rm{O}}_{{\rm{10}}}}{{\left( {{\rm{OH}}} \right)}_{{8_{\left( {\rm{s}} \right)}}}}}\limits_{{\rm{chrysotile}}} + 6.02{{\rm{H}}^{\rm{ + }}}_{\left( {{\rm{aq}}} \right)} + 0.54{\rm{F}}{{\rm{e}}^{{\rm{2 + }}}}_{\left( {{\rm{aq}}} \right)} \to \mathop {\left( {{\rm{M}}{{\rm{g}}_{{\rm{2}}{\rm{.46}}}}{\rm{Fe}}_{{\rm{0}}{\rm{.54}}}^{{\rm{2 + }}}} \right){\rm{S}}{{\rm{i}}_{\rm{4}}}{{\rm{O}}_{{\rm{10}}}}{{\left( {{\rm{OH}}} \right)}_{\rm{2}}} \cdot n}\limits_{{\rm{kerolitic}}\;{\rm{mesophase}}} {{\rm{H}}_{\rm{2}}}{{\rm{O}}_{\left( {\rm{s}} \right)}} + {\rm{3}}{\rm{.55M}}{{\rm{g}}^{{\rm{2 + }}}}_{\left( {{\rm{aq}}} \right)}$ The magnetite impurity in the initial chrysotile asbestos served as the source of Fe in the above reactions. Subsequently, this kerolitic precipitate was reacted with 0.2 N NaOH for 48–96 h at 200°C and a highly crystalline smectite was formed with the same foily morphology as the kerolitic precipitate. X-ray spectral analyses of the kerolitic mesophase and smectite suggest the following reaction to have taken place: (2) $\eqalign{ & \mathop {\left( {{\rm{M}}{{\rm{g}}_{{\rm{2}}{\rm{.46}}}}{\rm{Fe}}_{{\rm{0}}{\rm{.54}}}^{{\rm{2 + }}}} \right){\rm{S}}{{\rm{i}}_{\rm{4}}}{{\rm{O}}_{{\rm{10}}}}{{\left( {{\rm{OH}}} \right)}_{\rm{2}}}}\limits_{{\rm{kerolitic}}\;{\rm{mesophase}}} \cdot n{{\rm{H}}_{\rm{2}}}{{\rm{O}}_{\left( {\rm{s}} \right)}} + {\rm{0}}{\rm{.53M}}{{\rm{g}}^{{\rm{2 + }}}}_{\left( {{\rm{aq}}} \right)} + 0.54{\rm{NaO}}{{\rm{H}}_{\left( {{\rm{aq}}} \right)}} + 0.01{\rm{F}}{{\rm{e}}^{{\rm{3 + }}}}_{\left( {{\rm{aq}}} \right)} \to \cr & \;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\mathop {\;\;{\rm{N}}{{\rm{a}}_{0.54}}\left( {{\rm{M}}{{\rm{g}}_{{\rm{2}}{\rm{.99}}}}{\rm{Fe}}_{{\rm{0}}{\rm{.01}}}^{{\rm{2 + }}}} \right)\left( {{\rm{S}}{{\rm{i}}_{{\rm{3}}{\rm{.46}}}}{\rm{Fe}}_{{\rm{0}}{\rm{.54}}}^{{\rm{3 + }}}} \right){{\rm{O}}_{10}}{{\left( {{\rm{OH}}} \right)}_{{\rm{2}}\;\left( {\rm{s}} \right)}}}\limits_{{\rm{saponite}}} + 0.54{\rm{S}}{{\rm{i}}^{{\rm{4 + }}}}_{\left( {{\rm{aq}}} \right)} \cr} $ The reaction products, a kerolitic mesophase and smectite, possess a non-fibrous habit in contrast to the fibrous (asbestiform) morphology of chrysotile.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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