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Record W4399027155 · doi:10.1002/smsc.202400045

Engineering Long‐Releasing Hollow‐like or Condensed Progesterone Hormone Microcrystals with Controlled Polymorphism

2024· article· en· W4399027155 on OpenAlexfundno aff
Merna Shaheen‐Mualim, Edwar Odeh, Neta Kutner, Muhammad Hijazi, Shady Farah

Bibliographic record

VenueSmall Science · 2024
Typearticle
Languageen
FieldMaterials Science
TopicCrystallization and Solubility Studies
Canadian institutionsnot available
FundersTechnion-Israel Institute of TechnologyNeubauer Family FoundationCouncil for Higher EducationMcGill University
KeywordsPolymorphism (computer science)EndocrinologyInternal medicineChemistryBiologyMedicineBiochemistryGeneGenotype

Abstract

fetched live from OpenAlex

Progesterone is an endogenous steroid hormone involved in the menstrual cycle, pregnancy, and embryogenesis of humans and other species. Progesterone crystallization techniques have previously reported. Among these techniques, solvent crystallization and different solvent:anti-solvent systems are considered. Herein, the selective development of either hollow-like or condensed progesterone microcrystals in elevated yield with controlled polymorphism, habit, and release is described for the first time. For the hollow microcrystals, isopropyl alcohol (IPA) and double-deionized water (DDW) system is developed as solvent:anti-solvent, while acetonitrile (AcN) and DDW system are developed for the condensed microcrystals. The microcrystals obtained from both developed crystallization systems are thoroughly investigated with varied microscopic techniques, including brightfield and scanning electron microscopy (SEM), thermal analysis by differential scanning calorimetry (DSC), and crystallography by powder X-ray diffraction (PXRD) and single XRD, and have been compared. Results show that the crystals of the IPA:DDW crystallization system are hollow and exhibit several habits, whereas the microcrystals of the AcN:DDW crystallization system are more condensed. However, both systems are found to have a wide crystal size distribution of one stable polymorph and are thus highly useful for tunable release. More importantly, these microcrystals exhibit elongated and slow release for 14 days under an expedited release conditions model, indicating suitability for long-term and potential localized release applications.

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.354
Threshold uncertainty score0.804

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.017
GPT teacher head0.242
Teacher spread0.225 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2024
Admission routes1
Has abstractyes

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