AI-assisted practical guide. Examples are hypothetical; these are proposed editorial methods, not reported research results.
When recording bee sightings, observers often conflate the clarity of a photograph with the certainty of the species identification. A crisp image does not always guarantee a correct identification, nor does a blurry photo necessarily mean the observer is guessing. Combining these two distinct metrics into a single confidence score can obscure whether doubt stems from poor visual evidence or limited taxonomic expertise. To preserve data integrity, record photo quality and identification confidence as two separate, independent descriptive labels.
Establishing Independent Labels
Create two distinct fields in your observation log. The first field should describe the technical quality of the image, focusing on focus, lighting, and the visibility of key anatomical features. The second field should describe your level of certainty regarding the species name. By separating these, future reviewers can see if a high‑confidence identification was made based on a low‑quality image, which might suggest the observer relied on a behavioral cue or location‑based knowledge rather than visual detail. When you encounter a clear photo of an unusual variant, label the photo as high quality while marking the identification as tentative.
Hypothetical example
Imagine a technically sharp photograph showing an insect's back but hiding the features a reviewer needs. Record “image quality: clear in the visible area” separately from “identity: unresolved; required view missing.” A second, blurred image may still document an orange band, but that observation alone does not justify assigning a confidence level to a species name. The two fields answer different questions. One describes the image; the other records the state and basis of the identification. If no qualified review has occurred, say so rather than manufacture a numerical or verbal confidence score.
Verifying the Final Entry
Before finalizing the record, review the two labels to ensure they are consistent with the visual evidence. Check that you have not inferred a detail that is not visible, such as a hidden wing pattern obscured by foliage. If a specific feature cannot be seen, record it as unknown rather than guessing. The final check should confirm that the quality label accurately reflects the image’s clarity and that the confidence label reflects your personal certainty. The entry is complete when a third party can examine the photo and the labels and understand the basis for the identification judgment.