Computer-Implemented System And Method For Transcription Error Reduction

A computer-implemented system for transcription error reduction, comprising:

• a transcribed value and a confidence score are assigned to each utterance in a stream of audio data;
• and a
• a server comprising a central processing unit, memory, an input port to receive the transcribed values and confidence scores for the utterances, and an output port, wherein the central processing unit is configured to:
• identify those utterances with confidence scores that fall below a confidence threshold as questionable utterances;
• place at least one of the questionable utterances into a pool of related utterances also determined to be questionable;
• determine whether the pool satisfies a size threshold within a predetermined amount of time;
• obtain a sample of the questionable utterances in the pool when the pool satisfies the size threshold within the predetermined amount of time;
• and
• provide the sample of questionable utterances to at least one human transcriber for verification.