Analysis

Review image quality first, then validate cell detection and WGA classification. Candidate segmentation is available for pilot fields; validated attached-cell counts remain pending. No zero-valued biological results are implied.

Cell pilot results available

Three fields, numbered candidate masks, provisional round/flat labels and local WGA measurements. Attachment remains unverified; these are not validated cell counts.

Segmentation examples are awaiting review.

1 · Focus and usable data

Priority audit: distinguish suspected focus loss from true empty fields. Camera dust alone cannot establish sample focus. Review acquisition chronology and original z planes; exclude failed-focus fields from counts and from confirmed empty controls.

Read the focus-first pilot plan

Compare median, minimum, maximum and axial brightfield evidence

Open the acquisition-order focus audit

2 · Background patterns

These are descriptive comparisons of provisional background-only fields. Empty versus missed focus remains unresolved, so they are not yet validated calibration controls.

Review brightfield correction and cell-outline crops

Review fluorescence background subtraction: before / after pilot

Across-experiment spatial patterns

Across-experiment spatial patterns

First-experiment candidate variation

First-experiment candidate variation

Second-experiment candidate variation

Second-experiment candidate variation

Segmentation examples are awaiting review.

3 · Cell morphology and WGA

Next: numbered examples to agree on round/long morphology, attachment evidence, detectable WGA and ambiguous cases. Shape measurements, cell labels and well-level counts will appear here after validation.

4 · Rosettes

Pending reviewed examples. Distinguish cluster membership and central versus broad fluorescence without double-counting cells.

Notebook refreshed 2026-10-24T00:43:07-04:00 (Toronto). Measurements describe the saved snapshot; refresh after copying more data.