MétaCan
Menu
Back to cohort
Record W1466776066 · doi:10.1128/9781555817985.ch16

Morphological and Physiological Evidence for a Developmental Cycle in <i>Legionella pneumophila</i>

2014· book-chapter· en· W1466776066 on OpenAlexaff
Rafael A. Garduño, Elizabeth Garduño, Margot Hiltz, David Allan, Paul S. Hoffman

Bibliographic record

VenueASM Press eBooks · 2014
Typebook-chapter
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicLegionella and Acanthamoeba research
Canadian institutionsDalhousie University
Fundersnot available
KeywordsHeLaMicrobiologyLegionella pneumophilaBiologyLegionellaStainingYeastBacteriaVirulenceIntracellularIn vitroCell biologyBiochemistryGenetics

Abstract

fetched live from OpenAlex

This chapter focuses on the cyclical nature of some morphological and physiological changes that take place in infected HeLa cells and during growth in vitro. Coverslip cultures of HeLa cells were infected with purified mature intracellular forms (MIFs), and changes in Gimenez staining were followed for up to 3 days. The bacterial strains used throughout these studies were Lp1-SVir and 2064, two virulent strains previously reported and characterized. Cultures with 100% green forms (after Gimenez staining) were identified upon growth of Legionella pneumophila on buffered charcoal-yeast extract (BCYE) plates. Rowbotham reported earlier that infection of amoebae resulted in the formation of small, highly motile, and infectious legionellae that are believed to be equivalent to the HeLa-derived MIFs reported. Purified MIFs were placed in buffered yeast extract (BYE) and their growth was followed through viable cell counts. Researchers concluded that the green forms arising in the BYE cultures were replicating bacteria that developed from the MIFs originally used as inoculum. In summary, L. pneumophila undergoes cyclical morphological and physiological changes that suggest the existence of a developmental program.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation 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: none
Teacher disagreement score0.006
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0060.002

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 head0.099
GPT teacher head0.310
Teacher spread0.211 · 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 source (direct Gemma or distilled Codex), 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

Citations7
Published2014
Admission routes1
Has abstractyes

Explore more

Same venueASM Press eBooksSame topicLegionella and Acanthamoeba researchFrench-language works237,207