Using citation data to improve retrieval from MEDLINE.

OBJECTIVE: To determine whether algorithms developed for the World Wide Web can be applied to the biomedical literature in order to identify articles that are important as well as relevant. DESIGN AND MEASUREMENTS A direct comparison of eight algorithms: simple PubMed queries, clinical queries (sensitive and specific versions), vector cosine comparison, citation count, journal impact factor, PageRank, and machine learning based on polynomial support vector machines. The objective was to prioritize important articles, defined as being included in a pre-existing bibliography of important literature in surgical oncology. RESULTS Citation-based algorithms were more effective than noncitation-based algorithms at identifying important articles. The most effective strategies were simple citation count and PageRank, which on average identified over six important articles in the first 100 results compared to 0.85 for the best noncitation-based algorithm (p < 0.001). The authors saw similar differences between citation-based and noncitation-based algorithms at 10, 20, 50, 200, 500, and 1,000 results (p < 0.001). Citation lag affects performance of PageRank more than simple citation count. However, in spite of citation lag, citation-based algorithms remain more effective than noncitation-based algorithms. CONCLUSION Algorithms that have proved successful on the World Wide Web can be applied to biomedical information retrieval. Citation-based algorithms can help identify important articles within large sets of relevant results. Further studies are needed to determine whether citation-based algorithms can effectively meet actual user information needs.

William Osler: Original Papers 1907-1919

Part 1: 1907-1908 The Royal Medical Society of Edinburg, 1907 On the Library of a Medical School, 1907 On Telangiectasis Circumscripta Universalis, 1907 A Clinical Lecture on Abdominal Tumours Associated with Disease of the Testicle, 1907 A Clinical Lecture on Erythraemia, 1908 Vienna after Thirty-Four Years, 1908 Endocardites Infectieuses Chroniques, 1908 Part 2: 1909 Chronic Infectious Endocarditis, 1909 What the Public Can Do in the Fight Against Tuberculosis, 1909 Annual Oration on the Occasion of the Opening of the New Building of the Medical and Chirurgical Faculty of the State of Maryland, May 13, 1909 The Medical Library in Post-Graduate Work, 1909 The Treatment of Disease, 1909 Part 3: 1910-1911 The Pupil Symptoms in Thoracic Aneurysm, 1910 The Lumleian Lectures on Angina Pectoris, 1910 Certain Vasomotor, Sensory, and Muscular Phenomena Associated with Cervical Rib, 1910 An Address on the Hospital Unit in University Work, 1911 Sulle Telangiectasie Emorragiche Ereditarie, 1911 Transient Attacks of Aphasia and Paralyses in States of High Blood Pressure and Arterio-Sclerosis, 1911 The Pathological Institute of a General Hospital, 1911 Part 4: 1912-1914 An Address on High Blood Pressure: its Associations, Advantages, and Disadvantages, 1912 Specialism in the General Hospital, 1913 Syphilis of the Liver with the Picture of Banti’s Disease, 1913 An Introductory Address on Examinations, Examiners, and Examinees, 1913 The Medical Clinic: a retrospect and a Forecast, 1914 Part 5: 1915-1919 Remarks on the Diagnosis of Polycystic Kidney, 1915 The War and Typhoid Fever, 1914/15 The Cerebro-Spinal Fever in Camps and Barracks, 1915 Remarks on Arterio-Venous Aneurysm, 1915 Nerve & “Nerves”, 1915 Intensive Work in Science at the Public Schools in Relation to the Curriculum, 1916 Creators, Transmuters, and Transmitters, 1916 Annual Oration on the Campaign Against Syphilis, 1917 The First Printed Documents relating to Modern Surgical Anaesthesia, 1918 Observations on the Severe Anaemias of Pregnancy and the Post-Partum State, 1919 Typhoid Spine, 1919