Analytics;
Artificial intelligence;
Big data;
Chronic disease;
Deep learning;
Electronic medical record;
Machine learning;
Medical imaging;
Natural language processing;
Neural networks;
Precision medicine;
LEARNING ALGORITHM;
DEEP;
D O I:
10.1016/j.amjmed.2017.10.035
中图分类号:
R5 [内科学];
学科分类号:
1002 ;
100201 ;
摘要:
Computer science advances and ultra-fast computing speeds find artificial intelligence (AI) broadly benefitting modern society-forecasting weather, recognizing faces, detecting fraud, and deciphering genomics. AI's future role in medical practice remains an unanswered question. Machines (computers) learn to detect patterns not decipherable using biostatistics by processing massive datasets (big data) through layered mathematical models (algorithms). Correcting algorithm mistakes (training) adds to AI predictive model confidence. AI is being successfully applied for image analysis in radiology, pathology, and dermatology, with diagnostic speed exceeding, and accuracy paralleling, medical experts. While diagnostic confidence never reaches 100%, combining machines plus physicians reliably enhances system performance. Cognitive programs are impacting medical practice by applying natural language processing to read the rapidly expanding scientific literature and collate years of diverse electronic medical records. In this and other ways, AI may optimize the care trajectory of chronic disease patients, suggest precision therapies for complex illnesses, reduce medical errors, and improve subject enrollment into clinical trials. (c) 2018 Elsevier Inc. All rights reserved.
机构:
Rice Univ, Med Humanities Program, 6100 Main St,MS-30, Houston, TX 77005 USA
Rice Univ, Dept English, 6100 Main St,MS-30, Houston, TX 77005 USARice Univ, Med Humanities Program, 6100 Main St,MS-30, Houston, TX 77005 USA
机构:
Univ Santiago Chile, Dept Ind Engn, Ave Ecuador 3769, Santiago 9170124, ChileUniv Santiago Chile, Dept Ind Engn, Ave Ecuador 3769, Santiago 9170124, Chile
Serey, Joel
Quezada, Luis
论文数: 0引用数: 0
h-index: 0
机构:
Univ Santiago Chile, Dept Ind Engn, Ave Ecuador 3769, Santiago 9170124, ChileUniv Santiago Chile, Dept Ind Engn, Ave Ecuador 3769, Santiago 9170124, Chile
Quezada, Luis
Alfaro, Miguel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Santiago Chile, Dept Ind Engn, Ave Ecuador 3769, Santiago 9170124, ChileUniv Santiago Chile, Dept Ind Engn, Ave Ecuador 3769, Santiago 9170124, Chile
Alfaro, Miguel
Fuertes, Guillermo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Santiago Chile, Dept Ind Engn, Ave Ecuador 3769, Santiago 9170124, Chile
Univ Bernardo OHiggins, Fac Ingn Ciencia & Tecnol, Ave Viel 1497,Ruta 5 Sur, Santiago 8370993, ChileUniv Santiago Chile, Dept Ind Engn, Ave Ecuador 3769, Santiago 9170124, Chile
Fuertes, Guillermo
Vargas, Manuel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Santiago Chile, Dept Ind Engn, Ave Ecuador 3769, Santiago 9170124, ChileUniv Santiago Chile, Dept Ind Engn, Ave Ecuador 3769, Santiago 9170124, Chile
Vargas, Manuel
Ternero, Rodrigo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Santiago Chile, Dept Ind Engn, Ave Ecuador 3769, Santiago 9170124, Chile
Univ Amer, Escuela Construcc, Santiago 7500975, ChileUniv Santiago Chile, Dept Ind Engn, Ave Ecuador 3769, Santiago 9170124, Chile
Ternero, Rodrigo
Sabattin, Jorge
论文数: 0引用数: 0
h-index: 0
机构:
Univ Andres Bello, Fac Ingn, Antonio Varas 880, Santiago 7500971, ChileUniv Santiago Chile, Dept Ind Engn, Ave Ecuador 3769, Santiago 9170124, Chile
Sabattin, Jorge
Duran, Claudia
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tecnol Metropolitana, Fac Ingn, Dept Ind, Santiago 7800002, ChileUniv Santiago Chile, Dept Ind Engn, Ave Ecuador 3769, Santiago 9170124, Chile
Duran, Claudia
Gutierrez, Sebastian
论文数: 0引用数: 0
h-index: 0
机构:
Univ Cent Chile, Fac Econ Gobierno & Comunicac, Santiago 8330507, Chile
Univ Mayor, Fac Ciencias, Santiago 7500628, ChileUniv Santiago Chile, Dept Ind Engn, Ave Ecuador 3769, Santiago 9170124, Chile
机构:
Northern Border Univ, Coll Pharm, Dept Pharmaceut Chem, Rafha, Saudi Arabia
Northern Border Univ, Ctr Hlth Res, Ar Ar, Saudi ArabiaNorthern Border Univ, Coll Pharm, Dept Pharmaceut Chem, Rafha, Saudi Arabia
Imran, Mohd
Alshammari, Abdulaziz Khalaf
论文数: 0引用数: 0
h-index: 0
机构:
Northern Border Univ, Coll Pharm, Rafha, Saudi ArabiaNorthern Border Univ, Coll Pharm, Dept Pharmaceut Chem, Rafha, Saudi Arabia
Alshammari, Abdulaziz Khalaf
Sajdialmutiri, Sara
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h-index: 0
机构:
Qassim Univ, Coll Pharm, Al Qassim, Saudi ArabiaNorthern Border Univ, Coll Pharm, Dept Pharmaceut Chem, Rafha, Saudi Arabia
Sajdialmutiri, Sara
Albasha, Feras Salah
论文数: 0引用数: 0
h-index: 0
机构:
Dr Sulaiman Alhabib Hosp, Shafah Branch, Dept Inpatient Pharm, Riyadh, Saudi ArabiaNorthern Border Univ, Coll Pharm, Dept Pharmaceut Chem, Rafha, Saudi Arabia
Albasha, Feras Salah
Almutairi, Faris Abdullah
论文数: 0引用数: 0
h-index: 0
机构:
Prince Sattam Bin Abdulaziz Univ, Coll Pharm, Al Kharj 14158, Saudi ArabiaNorthern Border Univ, Coll Pharm, Dept Pharmaceut Chem, Rafha, Saudi Arabia
Almutairi, Faris Abdullah
Aljasim, Mujtaba Abbas Jasim
论文数: 0引用数: 0
h-index: 0
机构:
Imam Abdulrahman Bin Faisal Univ, Coll Clin Pharm, Dammam, Saudi ArabiaNorthern Border Univ, Coll Pharm, Dept Pharmaceut Chem, Rafha, Saudi Arabia
机构:
Sorbonne Univ, INSERM, Inst Pierre Louis Epidemiol & Sante Publ, F-75646 Paris, France
Hop La Pitie Salpetriere, AP HP, Rheumatol Unit, F-75013 Paris, FranceSorbonne Univ, INSERM, Inst Pierre Louis Epidemiol & Sante Publ, F-75646 Paris, France
Kedra, Joanna
Gossec, Laure
论文数: 0引用数: 0
h-index: 0
机构:
Sorbonne Univ, INSERM, Inst Pierre Louis Epidemiol & Sante Publ, F-75646 Paris, France
Hop La Pitie Salpetriere, AP HP, Rheumatol Unit, F-75013 Paris, FranceSorbonne Univ, INSERM, Inst Pierre Louis Epidemiol & Sante Publ, F-75646 Paris, France