David Antonio Lester-Tomé

Checking AI-generated clinical documentation against its source record: twelve sealed evaluations of a deterministic checker and an exploratory language-model second reader

Background. AI-generated clinical documentation may preserve much of its source wording while altering factual content, temporal status or evidential qualification. Deterministic checking offers reproducible comparison against the source, but its performance and limitations on fr...

Checking AI-generated clinical documentation against its source record: eleven sealed evaluations of a deterministic checker and an exploratory language-model second reader

Background. AI-generated clinical documentation may preserve much of its source wording while altering factual content, temporal status or evidential qualification. Deterministic checking offers reproducible comparison against the source, but its performance and limitations on fr...

Repetition Is Not Warrant: Register-Provenance Inheritance as a Deterministic Mechanism Against Laundering in Conversational Language-Model Records

A conversational language model system that verifies its claims against its conversation record contains a loop: the model asserts an unsupported proposition, the assertion enters the record, a later turn quotes it back, the quotation verifies, and the proposition now presents as...