7. The computer system of claim 1 , 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.
7. The computer system of claim 1 , 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. 9. The computer system of claim 7 , wherein the dynamically and simultaneously applying the plurality of filters to the verified user-specific subject-specific output transcript further comprises: dynamically evaluating, by the adaptive self-trained computer engine, at least one mistakenly transcribed word as a correctly transcribed word when a pre-determined number of pairs of letters match between the at least one mistakenly transcribed word and at least one subject-specific term of the at least one library of subject-specific terms.