胸腔內科AI臨床決策支援系統 早期預警降低惡化與死亡率
彰化基督教醫院與華碩電腦AI研發中心(AICS)26日簽署「策略夥伴合作意向書」,以堅實的數據化病歷資料庫為後盾,加速佈局住院病程編碼資料庫與胸腔內科AI臨床決策支援系統,彰基的超前佈署將落實醫院資訊化、臨床醫療路徑管理及應用實證醫學支持臨床決策。
彰基醫院院長陳穆寬醫師表示,彰基有完整的醫療體系為基礎,以病人為中心,提供完整醫療服務及追求卓越的醫療品質;電子病歷平台系統結合人工智慧,搭配醫療數據智能化,可提供醫療決策閉環管理,如:用藥安全、病情惡化早期預警與落實臨床決策支援系統,而不斷運用數據提供改變契機,患者安全與就醫品質便可獲得大幅改善,並讓資訊系統價值充分發揮影響力,最終受益者即為當中的醫護人員及病人,同時也是未來朝更個人化的精準醫療邁進的重要里程碑。
華碩全球副總裁暨AICS負責人黃泰一表示,華碩AICS一直致力以紮實的基本功協助ICD-10病歷資訊系統的結構化,很榮幸獲得彰基肯定,期待接下來合作實現更多創新與高價值的應用,從臨床醫護使用者的角度出發,設計更具彈性與安全性的AI系統,提供令醫護信任的醫療決策輔助,持續以先進AI技術支持彰基願景。
彰基認可!華碩AICS病歷資訊系統結構化與清整基本功
此次合作,華碩AICS首先為彰基進行傳統非結構化病歷資料的數據化建立、清理與整合,利用自然語言處理,電腦視覺及深度學習,由AI讀取整份病歷後,為醫院建立可搜尋的數據化病歷資料庫;此外,華碩AICS的「ICD-10 編碼 AI推薦引擎」,亦可從巨量醫療資料庫中,以AI判讀過去病歷大數據,推薦相關的候選編碼,幫助疾病分類師及醫師輕鬆完成編碼,回傳醫院系統充實更多的大數據;至於「醫師編碼書寫小幫手」,則能幫助醫師輕鬆完成病歷錯字校正,有效提升病歷準確度、降低疾病分類師的工作負擔,以及提高保險給付效率。
彰基病歷資訊管理部主任賴淑芬指出,「ICD-10-CM/PCS相較於ICD-9-CM代碼更多更細,國內自2016年健保署要求所有醫院全面改以ICD-10-CM/PCS 進行申報,各院疾病分類人力需求也隨之增加;但華碩 AICS能跨硬體、跨資料庫整合各種類型的病歷資料,將非結構化資料,以紮實的數據分析處理能力做好後結構化處理,不僅實現強大的疾病分類能力與編碼準確率,並能提醒疾病分類人員留意醫師可能遺漏的診斷,在目前健保推動住院依病歷紀錄將醫療耗用相近的個案以定額給付的DRG(診斷關聯群)制度下,能有效幫助醫院取得最適給付,為其他只能分析數據資料的AI廠商所不及,因此深獲疾病分類師肯定與青睞。 」
住院病程編碼資料庫合理管控住院成本、提升照護品質
為強化臨床醫療服務效率與品質,彰基委請華碩AICS加速佈署住院病程紀錄(progress note)與入院紀錄(admission note)編碼資料庫,協助臨床醫護在患者住院期間實時追蹤病程、錄入,以及於住院中及時取得正確DRG代碼以利費用監控,實踐高效一條龍申報健保住院診斷關聯群支付(TW-DRGs)的基礎工作。而為完整記錄入院、住院、到出院的診治資訊,醫師會撰寫詳盡問題導向病歷紀錄(Problem-Oriented Medical Record),依發生日期立項並詳述每項問題的診治流程,包括:疾病史、醫院診斷、習慣與危險因子、心理、家庭或社會因素等,給予治療計劃再根據輕重緩急進行分類。華碩AICS以強大的自然語音處理與深度學習分析能力,解鎖橫跨不同時空情境,涵蓋診斷、治療、衛教防治的複雜語意,建立問題分類表 (problem list)編碼資料庫,方便醫師快速錄入完整且精準的臨床病歷與正確的診斷編碼,可大量節省醫師學習臨床醫學術語系統(SNOMED-CT),與病歷室疾病分類師統合每位住院患者全部病程時間。
彰基資訊部許天成主任表示,「自住院系統上線以來,AI自動解析醫師紀錄自動編碼,能減少人力負擔及成本,提高編碼完整率,並進一步提醒醫師可能遺漏之病歷紀錄,提高病歷書寫品質,以避免健保核刪、增加健保給付,更能輔助臨床診斷、處置決策,提升醫療整體服務品質。」
胸腔內科AI早期預警幫助降低疾病惡化與死亡率
彰基胸腔內科主任林聖皓醫師指出,目前普遍使用的英國國家健康照護服務機構(National Healthcare Service, NHS)早期預警風險評估系統(Early Warning System, EWS),以呼吸、血氧、體溫、血壓、心率及意識為主要風險評估因素,較無法針對病人疾病特性提供更精準的風險偵測,因此彰基與華碩AICS攜手打造臨床決策支援系統,針對胸腔內科病房的病人,透過人工智慧學習判讀與動態分析,建立完整的各種模型,協助臨床醫護人員即時掌握病況,並通過精準的提醒、警示輔助臨床決策積極治療,減少醫護人員警報疲乏(alarm fatigue)與病人病情惡化風險。
彰基AI中心加速佈局AI臨床決策支援與用藥安全系統
彰基副院長林慶雄醫師指出,以往由於相關資料碎片化且不互通,現場工作不確定性較高,容易因臨床人員交接或疲勞形成安全隱患。因此彰基AI中心將以電子病歷平台系統為起點,加速佈局智慧臨床決策支援與用藥安全系統,使醫護以方便完善的介面快速獲取關鍵數據與診斷建議、放心做好每一個診療決策,以疾病診斷標準、閾值判斷、治療建議、臨床指南、專家經驗、護理程序等知識庫為基礎,利用人工智慧技術和大數據分析,提取邏輯推理運算功能模擬醫護的診療照護思維,針對病人疾病特性更精準的偵測風險,幫助臨床醫護人員即時掌握病況,並通過即時提醒、警示等功能輔助臨床決策積極治療。例如在用藥處方開立之前,自動提示藥物可能引起的不良反應,提醒用藥劑量、需做檢查、相關病史描述等,幫助醫師確認病人適應此藥,提升用藥安全性。未來更將以病人為中心,打造數據驅動的臨床照護路徑,進行資訊化且可追溯的臨床工作閉環管理,有效減少醫護重複工作、人為疏失、與相關疾病支出,提升醫院管理效能。
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)