21. The method of claim 15 , wherein the dynamically verifying the accuracy of the user-specific subject-specific output transcript of the to-be-transcribed speech audio data comprises: dynamically comparing, by the adaptive self-trained computer engine, phonetically-similar letter pairs of the user-specific subject-specific output transcript of the to-be-transcribed speech audio data to at least one library of subject-specific terms.
21. The method of claim 15 , wherein the dynamically verifying the accuracy of the user-specific subject-specific output transcript of the to-be-transcribed speech audio data comprises: dynamically comparing, by the adaptive self-trained computer engine, phonetically-similar letter pairs of the user-specific subject-specific output transcript of the to-be-transcribed speech audio data to at least one library of subject-specific terms. 22. The method of claim 21 , wherein the dynamically verifying the accuracy of the user-specific subject-specific output transcript of the to-be-transcribed speech audio data comprises: dynamically removing, by the adaptive self-trained computer engine, at least one duplicate instances of words in overlapping text transcript segments.