Examining Cell-Specific Localization in<i>Aedes aegypti</i>Tissues with Fluorescence In Situ Hybridization
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
Fluorescence in situ hybridization (FISH) is a macromolecular recognition tool that uses RNA or DNA fragments combined with fluorophore- or digoxigenin-coupled nucleotides as probes to examine transcript localization through the presence or absence of complementary sequences in fixed tissues or samples under a fluorescent microscope. FISH technology has been highly effective for mapping genes and constructing a visual map of animal genomes. Here, we describe the application of FISH technology in the Aedes aegypti mosquito, where it is specifically used to localize receptor transcripts in gut tissues/organs. The methods presented highlight the synthesis of RNA probes and describe the 2-d process of incubating the tissues/organs with the RNA probes. We also describe tyramide signal amplification for improved signal detection.
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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 | 0.000 | 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) | 0.000 | 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