FR: 'deviner lequel des quatre types c'est' -> 'deviner duquel des quatre types il s'agit'

Restore 'Developed, trained, and deployed by' byline at top of title block

Apply humanizer skill: drop signposting, switch to first person, add personality, more honest opener with the 8/10 number up front

Rewrite UI text in plain language for clinical audience; strip em dashes from interface

Strip all emojis (link icon, warning markers, share icon)

Restore deep-link share button under prediction box (lost in Blocks rewrite)

Add visible share-link line under title (EN + FR)

De-duplicate methodology between description + approach; drop noise out-of-scope line

Drop uOttawa from byline — keep just the author name

Add author byline (John Boby Mesadieu, uOttawa) + trim methodology to essentials

Theme dark mode: keep Montfort palette in dark mode (deep blue surface, turquoise CTAs)

Add EN/FR bilingual UI + Hôpital Montfort theme (Montfort blue + turquoise)

Add user guidance: pre-upload tips, low-confidence warning, pressure-class skepticism note

Initial Space: Gradio app + cv_baseline_fold5 (Test top-1 0.8152)