Class information for:
Level 1: LABORATORY UTILIZATION//COST AWARENESS//TEST ORDERING

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
10525 1056 25.8 57%


Bar chart of Publication_year

Last years might be incomplete

Hierarchy of classes
The table includes all classes above and classes immediately below the current class.


Cluster id Level Cluster label #P
0 4 BIOCHEMISTRY & MOLECULAR BIOLOGY//CELL BIOLOGY//ONCOLOGY 4064930
526 3       MEDICAL LABORATORY TECHNOLOGY//POPULAR COMPUTING//ABSINTHE 20146
2521 2             TELEPATHOLOGY//VIRTUAL MICROSCOPY//VIRTUAL SLIDE 3822
10525 1                   LABORATORY UTILIZATION//COST AWARENESS//TEST ORDERING 1056

Terms with highest relevance score


rank Term termType Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 LABORATORY UTILIZATION authKW 236123 1% 58% 14
2 COST AWARENESS authKW 180154 1% 69% 9
3 TEST ORDERING authKW 173475 1% 50% 12
4 COST CONSCIOUS CARE authKW 115658 0% 100% 4
5 TEST REQUEST APPROPRIATENESS authKW 115658 0% 100% 4
6 TRANSMURAL CARE UNIT address 92525 0% 80% 4
7 TEST REQUESTING authKW 86744 0% 100% 3
8 SOWERBY HLTH INFORMAT address 86738 1% 50% 6
9 UNNECESSARY PROCEDURES authKW 86738 1% 50% 6
10 COST CONSCIOUSNESS authKW 66087 0% 57% 4

Web of Science journal categories


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 Medical Laboratory Technology 11255 17% 0% 182
2 Health Care Sciences & Services 9949 21% 0% 222
3 Medicine, General & Internal 4941 32% 0% 338
4 Health Policy & Services 4462 11% 0% 115
5 Primary Health Care 2588 5% 0% 53
6 Medical Informatics 1728 5% 0% 54
7 Pathology 1668 12% 0% 124
8 Education, Scientific Disciplines 672 4% 0% 43
9 Public, Environmental & Occupational Health 427 9% 0% 100
10 Emergency Medicine 308 2% 0% 26

Address terms


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 TRANSMURAL CARE UNIT 92525 0% 80% 4
2 SOWERBY HLTH INFORMAT 86738 1% 50% 6
3 DIAGNOST CONSULTAT 65056 0% 75% 3
4 AKUTKLINIKEN 57829 0% 100% 2
5 ALL ST BUSINESS 57829 0% 100% 2
6 HOSP QUAL CARE UNIT 57829 0% 100% 2
7 PATHOL INFORMAT TECHNOL PROGRAM 57829 0% 100% 2
8 PATHOL MED FAMILY MED 57829 0% 100% 2
9 PRODIGY 57829 0% 100% 2
10 PRIMARY CARE MUTXAMEL 38551 0% 67% 2

Journals


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 MEDICAL CARE 14384 5% 1% 51
2 ANNALS OF CLINICAL BIOCHEMISTRY 7672 3% 1% 30
3 AMERICAN JOURNAL OF CLINICAL PATHOLOGY 5988 4% 0% 42
4 JAMA INTERNAL MEDICINE 5649 1% 2% 11
5 JOURNAL OF CLINICAL PATHOLOGY 5550 4% 0% 41
6 JOURNAL OF MEDICAL EDUCATION 4421 1% 1% 14
7 JOURNAL OF GENERAL INTERNAL MEDICINE 4335 3% 1% 27
8 MEDICAL DECISION MAKING 4127 2% 1% 16
9 CLINICS IN LABORATORY MEDICINE 3716 1% 1% 14
10 SOCIAL SCIENCE & MEDICINE PART C-MEDICAL ECONOMICS 2817 0% 5% 2

Author Key Words


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class		 LCSH search Wikipedia search
1 LABORATORY UTILIZATION 236123 1% 58% 14 Search LABORATORY+UTILIZATION Search LABORATORY+UTILIZATION
2 COST AWARENESS 180154 1% 69% 9 Search COST+AWARENESS Search COST+AWARENESS
3 TEST ORDERING 173475 1% 50% 12 Search TEST+ORDERING Search TEST+ORDERING
4 COST CONSCIOUS CARE 115658 0% 100% 4 Search COST+CONSCIOUS+CARE Search COST+CONSCIOUS+CARE
5 TEST REQUEST APPROPRIATENESS 115658 0% 100% 4 Search TEST+REQUEST+APPROPRIATENESS Search TEST+REQUEST+APPROPRIATENESS
6 TEST REQUESTING 86744 0% 100% 3 Search TEST+REQUESTING Search TEST+REQUESTING
7 UNNECESSARY PROCEDURES 86738 1% 50% 6 Search UNNECESSARY+PROCEDURES Search UNNECESSARY+PROCEDURES
8 COST CONSCIOUSNESS 66087 0% 57% 4 Search COST+CONSCIOUSNESS Search COST+CONSCIOUSNESS
9 TEST ORDERING BEHAVIOR 65056 0% 75% 3 Search TEST+ORDERING+BEHAVIOR Search TEST+ORDERING+BEHAVIOR
10 TEST UTILIZATION 64391 1% 32% 7 Search TEST+UTILIZATION Search TEST+UTILIZATION

Core articles
The table includes core articles in the class. The following variables is taken into account for the relevance score of an article in a cluster c:
(1) Number of references referring to publications in the class.
(2) Share of total number of active references referring to publications in the class.
(3) Age of the article. New articles get higher score than old articles.
(4) Citation rate, normalized to year.


Rank Reference # ref.
in cl.		 Shr. of ref. in
cl.		 Citations
1 KOBEWKA, DM , RONKSLEY, PE , MCKAY, JA , FORSTER, AJ , VAN WALRAVEN, C , (2015) INFLUENCE OF EDUCATIONAL, AUDIT AND FEEDBACK, SYSTEM BASED, AND INCENTIVE AND PENALTY INTERVENTIONS TO REDUCE LABORATORY TEST UTILIZATION: A SYSTEMATIC REVIEW.CLINICAL CHEMISTRY AND LABORATORY MEDICINE. VOL. 53. ISSUE 2. P. 157 -183 64 67% 4
2 FRYER, AA , SMELLIE, WSA , (2013) MANAGING DEMAND FOR LABORATORY TESTS: A LABORATORY TOOLKIT.JOURNAL OF CLINICAL PATHOLOGY. VOL. 66. ISSUE 1. P. 62-72 48 67% 33
3 AXTADAM, P , VANDERWOUDEN, JC , VANDERDOES, E , (1993) INFLUENCING BEHAVIOR OF PHYSICIANS ORDERING LABORATORY TESTS - A LITERATURE STUDY.MEDICAL CARE. VOL. 31. ISSUE 9. P. 784-794 66 81% 128
4 SMELLIE, WSA , (2012) DEMAND MANAGEMENT AND TEST REQUEST RATIONALIZATION.ANNALS OF CLINICAL BIOCHEMISTRY. VOL. 49. ISSUE . P. 323 -336 40 73% 27
5 SCHIAVONI, KH , LEHMANN, LS , GUAN, W , ROSENTHAL, M , SEQUIST, TD , CHIEN, AT , (2017) HOW PRIMARY CARE PHYSICIANS INTEGRATE PRICE INFORMATION INTO CLINICAL DECISION-MAKING.JOURNAL OF GENERAL INTERNAL MEDICINE. VOL. 32. ISSUE 1. P. 81 -87 22 69% 1
6 FELDMAN, LS , SHIHAB, HM , THIEMANN, D , YEH, HC , ARDOLINO, M , MANDELL, S , BROTMAN, DJ , (2013) IMPACT OF PROVIDING FEE DATA ON LABORATORY TEST ORDERING A CONTROLLED CLINICAL TRIAL.JAMA INTERNAL MEDICINE. VOL. 173. ISSUE 10. P. 903 -908 22 96% 49
7 SOLOMON, DH , HASHIMOTO, H , DALTROY, L , LIANG, MH , (1998) TECHNIQUES TO IMPROVE PHYSICIANS' USE OF DIAGNOSTIC TESTS - A NEW CONCEPTUAL FRAMEWORK.JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION. VOL. 280. ISSUE 23. P. 2020 -2027 43 73% 205
8 VIDYARTHI, AR , HAMILL, T , GREEN, AL , ROSENBLUTH, G , BARON, RB , (2015) CHANGING RESIDENT TEST ORDERING BEHAVIOR: A MULTILEVEL INTERVENTION TO DECREASE LABORATORY UTILIZATION AT AN ACADEMIC MEDICAL CENTER.AMERICAN JOURNAL OF MEDICAL QUALITY. VOL. 30. ISSUE 1. P. 81 -87 24 89% 6
9 VARKEY, P , MURAD, MH , BRAUN, C , GRALL, KJH , SAOJI, V , (2010) A REVIEW OF COST-EFFECTIVENESS, COST-CONTAINMENT AND ECONOMICS CURRICULA IN GRADUATE MEDICAL EDUCATION.JOURNAL OF EVALUATION IN CLINICAL PRACTICE. VOL. 16. ISSUE 6. P. 1055-1062 38 64% 15
10 ROGERS, M , FLEMING, S , ZHELEV, Z , ABBOTT, R , PATTERSON, A , HAMILTON, WT , HEATON, J , COON, JT , VAIDYA, B , HYDE, C , (2016) EFFECTIVENESS OF INTERVENTIONS TO REDUCE ORDERING OF THYROID FUNCTION TESTS: A SYSTEMATIC REVIEW.BMJ OPEN. VOL. 6. ISSUE 6. P. - 26 76% 0

Classes with closest relation at Level 1


Rank Class id link
1 28422 AUTOVERIFICATION//DELTA CHECK//AUTOVALIDATION
2 22368 DIAGNOST INTELLIGENCE HLTH INFORMAT TECHNOL COM//PATHOLOGY RESIDENCY TRAINING//LABORATORY DIRECTOR
3 22840 ACADEMIC DETAILING//EDUCATIONAL OUTREACH VISITS//MAILED FEEDBACK
4 5742 PREANALYTICAL VARIABILITY//PREANALYTICAL PHASE//LABORATORY ERRORS
5 13869 PRE ADMISSION CLINIC//PREOPERATIVE TESTING//ANAESTHESIA PRE OPERATIVE ASSESSMENT
6 23741 HEALTH CARE SPENDING VARIATION//SUSTAINABLE HLTH SPENDING//HEALTH AFFAIRS
7 31138 PERFORMANCE PROCEDURES//AMBIGUITY TOLERANCE//TOLERANCE OF AMBIGUITY
8 18408 TRANSFUSION//ANEMIA//RED BLOOD CELL TRANSFUSION
9 15706 JOURNAL OF THE AMERICAN COLLEGE OF RADIOLOGY//UTILIZAT IMAGING SERV//IMAGING UTILIZATION
10 32122 ACLAM//ADEQUATE VETERINARY CARE//ASTERISK MENTAL HEALTH

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