{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T10:06:01Z","timestamp":1771668361015,"version":"3.50.1"},"reference-count":0,"publisher":"Slovenian Association Informatika","issue":"6","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IJCAI"],"abstract":"<jats:p>We fine-tune Whisper-small (244M parameters) on 8.5 hours of in-domain medical audio and evaluatewith word error rate (WER). Compared to an unadapted Whisper-small baseline, our fine-tuned modelreduces WER from \u223c63% to \u223c32%. While the relative gain is substantial, this accuracy is not suitablefor unsupervised clinical use\u037e we position the system as a clinician-in-the-loop assistant. We also describedeployment as an on-premise microservice and report latency\/throughput considerations.<\/jats:p>","DOI":"10.31449\/inf.v50i6.12075","type":"journal-article","created":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T09:24:22Z","timestamp":1771665862000},"source":"Crossref","is-referenced-by-count":0,"title":["Fine-Tuning OpenAI Whisper-Small for Domain-Specific Medical Speech Recognition within a Microservice Architecture"],"prefix":"10.31449","volume":"50","author":[{"given":"Alaeddine","family":"Moussa","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Noursene","family":"Drine","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"16141","published-online":{"date-parts":[[2026,2,21]]},"container-title":["Informatica"],"original-title":[],"link":[{"URL":"https:\/\/www.informatica.si\/index.php\/informatica\/article\/download\/12075\/6470","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.informatica.si\/index.php\/informatica\/article\/download\/12075\/6470","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T09:24:22Z","timestamp":1771665862000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.informatica.si\/index.php\/informatica\/article\/view\/12075"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,2,21]]},"references-count":0,"journal-issue":{"issue":"6","published-online":{"date-parts":[[2026,2,21]]}},"URL":"https:\/\/doi.org\/10.31449\/inf.v50i6.12075","relation":{},"ISSN":["1854-3871","0350-5596"],"issn-type":[{"value":"1854-3871","type":"electronic"},{"value":"0350-5596","type":"print"}],"subject":[],"published":{"date-parts":[[2026,2,21]]}}}