Vortex light field microscopy: 3D spectral single-molecule imaging with a twist
Bibliographic record
Abstract
We introduce vortex light field microscopy (VLFM), a novel method for snapshot 3D spectral single-molecule localization microscopy. Inspired by the azimuthal phase profile of optical vortices, we place an azimuthally oriented prism array immediately after the microlens array in a Fourier light field microscope (FLFM). This innovative arrangement causes the axial position and spectral peak for a point emitter to be encoded in the radial and azimuthal displacement of point-spread-function (PSF) respectively. This enables simultaneous detection of 3D position and emission peak of individual fluorophores with 25 nm spatial precision and 3 nm spectral precision over a 4 μ m depth of field (DOF). We illustrate the spectral scalability of our method by performing four-color 3D single particle tracking of freely diffusing fluorescent beads, and two-color 3D dSTORM imaging of microtubules and mitochondria in fixed COS-7 cells, without the need for spectrally distinct fluorophores.
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How this classification was reachedexpand
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".