MétaCan
Menu
Back to cohort
Record W3189689102 · doi:10.1080/07373937.2021.1950170

Effect of <i>Bacillus</i> spp. strains on wheat nutrient assimilation and bioformulation by new spray drying approach using natural phosphate powder

2021· article· en· W3189689102 on OpenAlex

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.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueDrying Technology · 2021
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicMicroencapsulation and Drying Processes
Canadian institutionsnot available
FundersUniversité Mohammed VI PolytechniqueOntario College of Pharmacists
KeywordsSpray dryingPhosphateMaltodextrinFood scienceAlginic acidPhosphoriteChemistryNutrientBotanyChromatographyBiologyBiochemistry

Abstract

fetched live from OpenAlex

The present work is aiming to propose a new formulation of Bacillus spp. strains in combination with natural phosphate by spray drying. Bacillus sp. strain (SS0306) has proven its plant growth promoting effectiveness mainly on phosphate solubilization capacity and improved nutrient assimilation in wheat plants. Bacterial microencapsulation methods involved spray-drying assays that were conducted using 5% of rock phosphate with 2%–10% of maltodextrin and 2% of alginic acid sodium salt. The process parameters were also optimized with inlet temperature (155 °C), feed rate (9 min mL−1), and spray air rate (413.87 L h−1). Results showed a moisture content of the dried powders ranged between 2% and 8% and satisfactory viability levels of Bacillus sp. SS0306 (105–106 CFU g−1) after drying assay, with the survival rates between 61.56% and 64.18%. Optimized process reached 50.30% and 65.10% for the product yield, with 1.25 ± 0.006 mg g−1 of higher Pi content observed in rock phosphate formulations based on Alg 2%. The present study opens new possibilities to develop Bio-mineral fertilizers using the spray drying approach.

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 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)0.000
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 score0.072
Threshold uncertainty score0.369

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.013
GPT teacher head0.238
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