Trend of publication of IK, LK and TK literature, 1989–September 2021
PY | LK | IK | TK | PY | LK | IK | TK | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
AGR | AGR | AGR | AGR | AGR | AGR | ||||||||
1889 | 3 | 0 | 0 | 1992 | 27 | 12.5 | 13 | −13.3 | 13 | −7,1 | |||
1892 | 1 | −66.7 | 0 | 0.0 | 0 | 0.0 | 1993 | 44 | 63.0 | 28 | 115.4 | 14 | 7,7 |
1927 | 1 | 0.0 | 0 | 0.0 | 0 | 0.0 | 1994 | 43 | −2.3 | 29 | 3.6 | 23 | 64,3 |
1954 | 1 | 0.0 | 0 | 0.0 | 0 | 0.0 | 1995 | 43 | 0.0 | 33 | 13.8 | 28 | 21.7 |
1958 | 1 | 0.0 | 0 | 0.0 | 0 | 0.0 | 1996 | 49 | 14.0 | 37 | 12.1 | 20 | −28.6 |
1959 | 1 | 0.0 | 0 | 0.0 | 0 | 0.0 | 1997 | 57 | 16.3 | 41 | 10.8 | 28 | 40.0 |
1962 | 2 | 100.0 | 0 | 0.0 | 0 | 0.0 | 1998 | 49 | −14,0 | 35 | −14.6 | 42 | 50.0 |
1967 | 1 | −50.0 | 0 | 0.0 | 0 | 0.0 | 1999 | 60 | 22.4 | 41 | 17.1 | 66 | 57.1 |
1968 | 1 | 0.0 | 0 | 0.0 | 0 | 0.0 | 2000 | 86 | 43.3 | 57 | 39.0 | 73 | 10.6 |
1969 | 1 | 0.0 | 0 | 0.0 | 0 | 0.0 | 2001 | 69 | −19.8 | 50 | −12.3 | 54 | −26.0 |
1970 | 1 | 0.0 | 0 | 0.0 | 0 | 0.0 | 2002 | 87 | 26.1 | 88 | 76.0 | 60 | 11.1 |
1973 | 1 | 0.0 | 0 | 0.0 | 0 | 0.0 | 2003 | 131 | 50.6 | 115 | 30.7 | 109 | 81.7 |
1974 | 1 | 0.0 | 0 | 0.0 | 1 | 0.0 | 2004 | 111 | −15.3 | 74 | −35.7 | 80 | −26.6 |
1975 | 3 | 200.0 | 0 | 0.0 | 1 | 0.0 | 2005 | 155 | 39.6 | 124 | 67.6 | 129 | 61.3 |
1976 | 0 | −100.0 | 0 | 0.0 | 2 | 100.0 | 2006 | 181 | 16.8 | 117 | −5.6 | 165 | 27.9 |
1977 | 3 | 0.0 | 0 | 0.0 | 0 | −100,0 | 2007 | 234 | 29.3 | 153 | 30.8 | 185 | 12.1 |
1978 | 4 | 33.3 | 0 | 0.0 | 2 | 0.0 | 2008 | 224 | −4.3 | 185 | 20.9 | 265 | 43.2 |
1979 | 2 | −50.0 | 1 | 0.0 | 1 | −50.0 | 2009 | 267 | 19.2 | 274 | 48.1 | 365 | 37.7 |
1980 | 6 | 200.0 | 5 | 400.0 | 3 | 200.0 | 2010 | 293 | 9.7 | 239 | −12.8 | 374 | 2.5 |
1981 | 1 | −83,3 | 0 | −100.0 | 1 | −66,7 | 2011 | 323 | 10.2 | 263 | 10.0 | 400 | 7.0 |
1982 | 4 | 300.0 | 0 | 0.0 | 4 | 300.0 | 2012 | 299 | −7.4 | 314 | 19.4 | 444 | 11.0 |
1983 | 6 | 50.0 | 0 | 0.0 | 2 | −50.0 | 2013 | 356 | 19.1 | 289 | −8.0 | 473 | 6.5 |
1984 | 5 | −16.7 | 2 | 0.0 | 0 | −100.0 | 2014 | 375 | 5.3 | 320 | 10.7 | 455 | −3.8 |
1985 | 9 | 80.0 | 2 | 0.0 | 5 | 0.0 | 2015 | 421 | 12.3 | 336 | 5.0 | 490 | 7.7 |
1986 | 10 | 11.1 | 2 | 0.0 | 6 | 20.0 | 2016 | 455 | 8.1 | 416 | 23.8 | 579 | 18.2 |
1987 | 10 | 0.0 | 2 | 0.0 | 6 | 0.0 | 2017 | 450 | −1,1 | 324 | −22.1 | 537 | −7,3 |
1988 | 10 | 0.0 | 6 | 200.0 | 10 | 66.7 | 2018 | 509 | 13.1 | 433 | 33.6 | 608 | 13.2 |
1989 | 7 | −30.0 | 6 | 0.0 | 6 | −40.0 | 2019 | 542 | 6.5 | 471 | 8.8 | 681 | 12.0 |
1990 | 12 | 71.4 | 7 | 16.7 | 15 | 150.0 | 2020 | 575 | 6.1 | 606 | 28.7 | 748 | 9.8 |
1991 | 24 | 100.0 | 15 | 114.3 | 14 | −6.7 | 2021 | 482 | −16.2 | 472 | −22.1 | 502 | −32.9 |
Overlap of IK, LK and TK papers in the Scopus database
Label | Combination operator | IK | TK | LK | TOTAL ( ) | |||
---|---|---|---|---|---|---|---|---|
(%) | (%) | (%) | ||||||
IK | 6,025 | |||||||
AND NOT | 5,295 | 87.88 | 5,711 | 94.79 | ||||
AND | 730 | 12.12 | 314 | 5.21 | ||||
OR | 13384 | 12,840 | ||||||
TK | AND NOT | 7,359 | 90.98 | 7,011 | 86.67 | 8,089 | ||
AND | 730 | 9.02 | 1,078 | 13.33 | ||||
OR | 13,384 | 14,140 | ||||||
LK | AND NOT | 6,815 | 95.60 | 6,051 | 84.88 | 7,129 | ||
AND | 314 | 4.40 | 1,078 | 15.12 | ||||
OR | 12,840 | 14,140 |
Representation of IK, LK and TK literature in Scopus’ subject areas
Subject area | IK ( = 6025) | LK ( = 7125) | TK ( = 8089) | Overall | ||||||
---|---|---|---|---|---|---|---|---|---|---|
(%) | (%) | (%) | rank | |||||||
Social Sciences | 3,276 | 54.37 | 1 | 2,933 | 41.16 | 1 | 3,153 | 38.98 | 1 | 1 |
Environmental Sciences | 1,531 | 25.41 | 2 | 2,036 | 28.58 | 2 | 2,635 | 32.58 | 2 | 2 |
Agricultural and Biological Sciences | 1,360 | 22.57 | 3 | 1,403 | 19.69 | 3 | 2,538 | 31.38 | 3 | 3 |
Medicine | 569 | 9.44 | 5 | 621 | 8.72 | 7 | 1,152 | 14.24 | 4 | 4 |
Arts and Humanities | 881 | 14.62 | 4 | 586 | 8.22 | 8 | 713 | 8.81 | 5 | 5 |
Earth and Planetary Sciences | 498 | 8.27 | 6 | 753 | 10.57 | 5 | 671 | 8.30 | 6 | 5 |
Computer Science | 283 | 4.70 | 7 | 963 | 13.52 | 4 | 455 | 5.62 | 9 | 7 |
Engineering | 253 | 4.20 | 8 | 712 | 9.99 | 6 | 488 | 6.03 | 8 | 8 |
Business, Management and Accounting | 248 | 4,12 | 9 | 561 | 7.87 | 9 | 290 | 3.59 | 13 | 9 |
Economics, Econometrics and Finance | 216 | 3.59 | 11 | 419 | 5.88 | 10 | 310 | 3.83 | 11 | 10 |
Pharmacology, Toxicology and Pharmaceutics | 223 | 3.70 | 10 | 96 | 1.35 | 16 | 586 | 7.24 | 7 | 11 |
Biochemistry, Genetics and Molecular Biology | 151 | 2.51 | 14 | 163 | 2.29 | 13 | 371 | 4.59 | 10 | 12 |
Energy | 153 | 2.54 | 13 | 196 | 2.75 | 12 | 262 | 3.24 | 14 | 13 |
Mathematics | 70 | 1.16 | 16 | 317 | 4.45 | 11 | 110 | 1.36 | 16 | 14 |
Health Professions | 168 | 2.79 | 12 | 41 | 0.58 | 22 | 295 | 3.65 | 12 | 15 |
Multidisciplinary | 67 | 1.11 | 17 | 76 | 1.07 | 18 | 118 | 1.46 | 15 | 16 |
Decision Sciences | 54 | 0.90 | 19 | 150 | 2.11 | 14 | 82 | 1.01 | 18 | 17 |
Psychology | 99 | 1.64 | 15 | 120 | 1.68 | 15 | 62 | 0.77 | 22 | 18 |
Physics and Astronomy | 58 | 0.96 | 18 | 87 | 1.22 | 17 | 57 | 0.70 | 23 | 19 |
Nursing | 46 | 0.76 | 21 | 66 | 0.93 | 19 | 68 | 0.84 | 19 | 20 |
Chemistry | 28 | 0.46 | 22 | 20 | 0.28 | 25 | 84 | 1.04 | 17 | 21 |
Immunology and Microbiology | 27 | 0.45 | 23 | 52 | 0.73 | 21 | 65 | 0.80 | 20 | 21 |
Veterinary | 51 | 0.85 | 20 | 36 | 0.51 | 23 | 50 | 0.62 | 24 | 23 |
Chemical Engineering | 16 | 0.27 | 24 | 25 | 0.35 | 24 | 64 | 0.79 | 21 | 24 |
Materials Science | 8 | 0.13 | 25 | 53 | 0.74 | 20 | 45 | 0.56 | 25 | 25 |
Neuroscience | 6 | 0.10 | 26 | 16 | 0.22 | 26 | 14 | 0.17 | 26 | 26 |
Dentistry | 0 | 0.00 | 27 | 2 | 0.03 | 27 | 2 | 0.02 | 27 | 27 |
Undefined | 0 | 0.00 | 27 | 1 | 0.01 | 28 | 0 | 0.00 | 28 | 28 |
Comparison of IK, LK and TK using author-supplied keywords’ characteristics
IK | LK | TK | ||
---|---|---|---|---|
All papers and keywords per paper | Papers | 6,025 | 7,129 | 8,089 |
Author keywords | 12,752 | 15,726 | 18,100 | |
Author keywords/paper | 2.12 | 2.21 | 2.24 | |
Terms appearing 5 or more times in a paper | No. of keywords | 644 | 711 | 888 |
Clusters | 14 | 17 | 21 | |
Links | 8,249 | 7,419 | 11217 | |
Total link strength (TLS) | 13,348 | 10,431 | 17,825 | |
Links per keyword | 12.81 | 10.43 | 12.63 | |
TLS/keyword | 20.73 | 14.67 | 20.07 |
Top 30 author-supplied keywords in IK, LK and TK papers
No. | Indigenous knowledge ( = 6,025) | Local knowledge ( = 7,129) | Traditional knowledge ( = 8,089) | ||||||
---|---|---|---|---|---|---|---|---|---|
Author keyword | (%) | Author keyword | (%) | Author keyword | (%) | ||||
1 | Indigenous knowledge | 1,757 | 29.2 | Local knowledge | 1065 | 14.9 | Traditional knowledge | 1,445 | 17.9 |
2 | Medicinal plants | 206 | 3.4 | Climate change | 199 | 2.8 | Ethnobotany | 506 | 6.3 |
3 | Indigenous | 191 | 3.2 | Ethnobotany | 148 | 2.1 | Medicinal plants | 416 | 5.1 |
4 | Climate change | 176 | 2.9 | Indigenous knowledge | 111 | 1.6 | Local knowledge | 323 | 4.0 |
5 | Traditional knowledge | 175 | 2.9 | Adaptation | 110 | 1.5 | Traditional ecological knowledge | 318 | 3.9 |
6 | Ethnobotany | 158 | 2.6 | Conservation | 110 | 1.5 | Indigenous knowledge | 223 | 2.8 |
7 | Conservation | 127 | 2.1 | Knowledge | 89 | 1.2 | Climate change | 219 | 2.7 |
8 | Traditional ecological knowledge | 115 | 1.9 | Participation | 76 | 1.1 | Conservation | 219 | 2.7 |
9 | Indigenous knowledge systems | 109 | 1.8 | Sustainability | 76 | 1.1 | Biodiversity | 169 | 2.1 |
10 | Biodiversity | 106 | 1.8 | Traditional knowledge | 75 | 1.1 | Traditional medicine | 138 | 1.7 |
11 | Sustainability | 97 | 1.6 | Resilience | 73 | 1.0 | Local ecological knowledge | 129 | 1.6 |
12 | Indigenous peoples | 86 | 1.4 | Medicinal plants | 67 | 0.9 | Ethnomedicine | 108 | 1.3 |
13 | Sustainable development | 77 | 1.3 | Innovation | 64 | 0.9 | Sustainability | 105 | 1.3 |
14 | Culture | 75 | 1.2 | Biodiversity | 63 | 0.9 | Indigenous | 102 | 1.3 |
15 | Local knowledge | 70 | 1.2 | Local ecological knowledge | 59 | 0.8 | Adaptation | 95 | 1.2 |
16 | Knowledge | 68 | 1.1 | Vulnerability | 58 | 0.8 | Indigenous peoples | 78 | 1.0 |
17 | Resilience | 66 | 1.1 | Participatory research | 56 | 0.8 | Resilience | 76 | 0.9 |
18 | Traditional medicine | 66 | 1.1 | Traditional ecological knowledge | 55 | 0.8 | Intellectual property | 75 | 0.9 |
19 | Adaptation | 57 | 0.9 | Ecosystem services | 51 | 0.7 | Knowledge | 74 | 0.9 |
20 | Agriculture | 52 | 0.9 | Governance | 51 | 0.7 | Culture | 73 | 0.9 |
21 | Development | 51 | 0.8 | GIS | 48 | 0.7 | Food security | 69 | 0.9 |
22 | Ethnomedicine | 49 | 0.8 | Sustainable development | 48 | 0.7 | Ethnopharmacology | 66 | 0.8 |
23 | Education | 46 | 0.8 | Agriculture | 46 | 0.6 | Sustainable development | 63 | 0.8 |
24 | Food security | 45 | 0.7 | Gender | 44 | 0.6 | Ecosystem services | 62 | 0.8 |
25 | Indigenous people | 43 | 0.7 | Agroforestry | 42 | 0.6 | Ethnobiology | 50 | 0.6 |
26 | Decolonization | 40 | 0.7 | Community | 42 | 0.6 | Genetic resources | 49 | 0.6 |
27 | Indigenous ecological knowledge | 38 | 0.6 | Remote sensing | 42 | 0.6 | Knowledge management | 48 | 0.6 |
28 | Arctic | 35 | 0.6 | Knowledge management | 37 | 0.5 | Indigenous people | 46 | 0.6 |
29 | Natural resource management | 35 | 0.6 | Collaboration | 35 | 0.5 | Agroforestry | 45 | 0.6 |
30 | Gender | 34 | 0.6 | Food security | 35 | 0.5 | Ethnoecology | 45 | 0.6 |
Distribution of the literature according to the geographic region or country
Country/territory | IK ( = 6025) | LK ( = 7129) | TK ( = 8089) | Overall | ||||||
---|---|---|---|---|---|---|---|---|---|---|
(%) | (%) | (%) | rank | |||||||
USA | 1085 | 18.01 | 1 | 1650 | 23.14 | 1 | 1378 | 19.33 | 1 | 1 |
Canada | 672 | 11.15 | 2 | 452 | 6.34 | 4 | 692 | 9.71 | 3 | 2 |
UK | 420 | 6.97 | 6 | 966 | 13.55 | 2 | 591 | 8.29 | 4 | 3 |
Australia | 601 | 9.98 | 4 | 538 | 7.55 | 3 | 457 | 6.41 | 7 | 4 |
India | 562 | 9.33 | 5 | 187 | 2.62 | 13 | 1144 | 16.05 | 2 | 5 |
Germany | 144 | 2.39 | 9 | 399 | 5.60 | 5 | 294 | 4.12 | 8 | 6 |
China | 127 | 2.11 | 11 | 293 | 4.11 | 9 | 490 | 6.87 | 6 | 7 |
South Africa | 634 | 10.52 | 3 | 210 | 2.95 | 12 | 193 | 2.71 | 13 | 8 |
Brazil | 85 | 1.41 | 17 | 294 | 4.12 | 8 | 551 | 7.73 | 5 | 9 |
France | 75 | 1.24 | 19 | 311 | 4.36 | 6 | 217 | 3.04 | 12 | 10 |
The Netherlands | 119 | 1.98 | 13 | 255 | 3.58 | 11 | 168 | 2.36 | 14 | 11 |
Indonesia | 108 | 1.79 | 15 | 268 | 3.76 | 10 | 148 | 2.08 | 15 | 12 |
New Zealand | 232 | 3.85 | 7 | 98 | 1.37 | 21 | 135 | 1.89 | 17 | 13 |
Italy | 53 | 0.88 | 36 | 301 | 4.22 | 7 | 282 | 3.96 | 9 | 14 |
Mexico | 63 | 1.05 | 27 | 154 | 2.16 | 15 | 234 | 3.28 | 11 | 16 |
Norway | 94 | 1.56 | 16 | 130 | 1.82 | 18 | 129 | 1.81 | 18 | 14 |
Spain | 54 | 0.90 | 34 | 187 | 2.62 | 13 | 281 | 3.94 | 10 | 17 |
Sweden | 55 | 0.91 | 31 | 152 | 2.13 | 16 | 119 | 1.67 | 20 | 18 |
Kenya | 122 | 2.02 | 12 | 78 | 1.09 | 24 | 73 | 1.02 | 32 | 19 |
Thailand | 72 | 1.20 | 22 | 93 | 1.30 | 22 | 83 | 1.16 | 26 | 20 |
Ethiopia | 161 | 2.67 | 8 | 57 | 0.80 | 29 | 60 | 0.84 | 36 | 21 |
Switzerland | 49 | 0.81 | 37 | 131 | 1.84 | 17 | 117 | 1.64 | 21 | 22 |
Malaysia | 60 | 1.00 | 28 | 68 | 0.95 | 26 | 104 | 1.46 | 22 | 23 |
Belgium | 64 | 1.06 | 25 | 77 | 1.08 | 25 | 78 | 1.09 | 28 | 24 |
Finland | 49 | 0.81 | 37 | 103 | 1.44 | 20 | 94 | 1.32 | 24 | 25 |
Denmark | 39 | 0.65 | 40 | 122 | 1.71 | 19 | 96 | 1.35 | 23 | 26 |
Pakistan | 119 | 1.98 | 13 | 27 | 0.38 | 53 | 120 | 1.68 | 19 | 27 |
Nigeria | 143 | 2.37 | 10 | 39 | 0.55 | 41 | 43 | 0.60 | 43 | 28 |
Colombia | 35 | 0.58 | 41 | 65 | 0.91 | 28 | 80 | 1.12 | 27 | 29 |
Nepal | 55 | 0.91 | 31 | 41 | 0.58 | 37 | 66 | 0.93 | 33 | 30 |
Tanzania | 55 | 0.91 | 31 | 55 | 0.77 | 30 | 48 | 0.67 | 40 | 30 |
Uganda | 75 | 1.24 | 19 | 38 | 0.53 | 43 | 43 | 0.60 | 43 | 32 |
Bangladesh | 69 | 1.15 | 23 | 38 | 0.53 | 43 | 46 | 0.65 | 42 | 33 |
Austria | 20 | 0.33 | 50 | 68 | 0.95 | 26 | 61 | 0.86 | 34 | 34 |
Ghana | 66 | 1.10 | 24 | 49 | 0.69 | 34 | 31 | 0.43 | 53 | 35 |
South Korea | 21 | 0.35 | 48 | 40 | 0.56 | 40 | 91 | 1.28 | 25 | 36 |
Taiwan | 30 | 0.50 | 44 | 51 | 0.72 | 32 | 55 | 0.77 | 37 | 36 |
Portugal | 11 | 0.18 | 63 | 83 | 1.16 | 23 | 78 | 1.09 | 28 | 38 |
Philippines | 59 | 0.98 | 30 | 41 | 0.58 | 37 | 38 | 0.53 | 47 | 38 |
Iran | 64 | 1.06 | 25 | 32 | 0.45 | 49 | 47 | 0.66 | 41 | 40 |
Chile | 31 | 0.51 | 43 | 50 | 0.70 | 33 | 50 | 0.70 | 39 | 40 |
Argentina | 19 | 0.32 | 51 | 47 | 0.66 | 35 | 77 | 1.08 | 31 | 42 |
Japan | 84 | 1.39 | 18 | 6 | 0.08 | 94 | 137 | 1.92 | 16 | 43 |
Russian Federation | 19 | 0.32 | 51 | 36 | 0.50 | 45 | 61 | 0.86 | 34 | 44 |
Peru | 25 | 0.41 | 46 | 35 | 0.49 | 46 | 54 | 0.76 | 38 | 44 |
Viet Nam | 25 | 0.41 | 46 | 41 | 0.58 | 37 | 32 | 0.45 | 51 | 46 |
Zimbabwe | 75 | 1.24 | 19 | 26 | 0.36 | 54 | 22 | 0.31 | 64 | 47 |
Benin | 43 | 0.71 | 39 | 25 | 0.35 | 56 | 41 | 0.58 | 45 | 48 |
Hong Kong | 13 | 0.22 | 59 | 52 | 0.73 | 31 | 32 | 0.45 | 51 | 49 |
Turkey | 8 | 0.13 | 69 | 31 | 0.43 | 51 | 78 | 1.09 | 28 | 50 |
Cameroon | 34 | 0.56 | 42 | 26 | 0.36 | 54 | 30 | 0.42 | 55 | 51 |
Saudi Arabia | 19 | 0.32 | 51 | 19 | 0.27 | 64 | 39 | 0.55 | 46 | 52 |
Ireland | 8 | 0.13 | 69 | 47 | 0.66 | 35 | 23 | 0.32 | 61 | 53 |
Ecuador | 13 | 0.22 | 59 | 22 | 0.31 | 59 | 38 | 0.53 | 47 | 53 |
Czech Republic | 17 | 0.28 | 55 | 25 | 0.35 | 56 | 26 | 0.36 | 57 | 55 |
Greece | 8 | 0.13 | 69 | 39 | 0.55 | 41 | 23 | 0.32 | 61 | 56 |
Botswana | 54 | 0.90 | 34 | 20 | 0.28 | 63 | 14 | 0.20 | 76 | 57 |
Bolivia | 15 | 0.25 | 57 | 18 | 0.25 | 65 | 31 | 0.43 | 53 | 58 |
Fiji | 21 | 0.35 | 48 | 10 | 0.14 | 79 | 35 | 0.49 | 49 | 59 |
Poland | 6 | 0.10 | 75 | 34 | 0.48 | 47 | 28 | 0.39 | 56 | 60 |
Egypt | 16 | 0.27 | 56 | 17 | 0.24 | 66 | 26 | 0.36 | 57 | 61 |
Burkina Faso | 13 | 0.22 | 59 | 28 | 0.39 | 52 | 16 | 0.22 | 71 | 62 |
Israel | 10 | 0.17 | 65 | 33 | 0.46 | 48 | 15 | 0.21 | 72 | 63 |
Namibia | 60 | 1.00 | 28 | 9 | 0.13 | 83 | 14 | 0.20 | 76 | 64 |
Singapore | 10 | 0.17 | 65 | 25 | 0.35 | 56 | 15 | 0.21 | 72 | 65 |
Morocco | 12 | 0.20 | 62 | 15 | 0.21 | 68 | 21 | 0.29 | 65 | 66 |
Costa Rica | 7 | 0.12 | 72 | 22 | 0.31 | 59 | 19 | 0.27 | 68 | 67 |
Sri Lanka | 18 | 0.30 | 54 | 10 | 0.14 | 79 | 20 | 0.28 | 66 | 67 |
Malawi | 26 | 0.43 | 45 | 14 | 0.20 | 72 | 10 | 0.14 | 88 | 69 |
Venezuela | 9 | 0.15 | 67 | 12 | 0.17 | 74 | 13 | 0.18 | 79 | 70 |
Mongolia | 5 | 0.08 | 81 | 12 | 0.17 | 74 | 15 | 0.21 | 72 | 71 |
Madagascar | 3 | 0.05 | 98 | 21 | 0.29 | 62 | 19 | 0.27 | 68 | 72 |
Slovenia | 4 | 0.07 | 88 | 12 | 0.17 | 74 | 20 | 0.28 | 66 | 72 |
Hungary | 1 | 0.02 | 131 | 32 | 0.45 | 49 | 34 | 0.48 | 50 | 74 |
Georgia | 7 | 0.12 | 72 | 5 | 0.07 | 105 | 25 | 0.35 | 59 | 75 |
Mali | 6 | 0.10 | 75 | 10 | 0.14 | 79 | 11 | 0.15 | 83 | 76 |
Zambia | 15 | 0.25 | 57 | 7 | 0.10 | 90 | 9 | 0.13 | 92 | 77 |
Solomon Islands | 5 | 0.08 | 81 | 8 | 0.11 | 86 | 15 | 0.21 | 72 | 77 |
Senegal | 6 | 0.10 | 75 | 22 | 0.31 | 59 | 5 | 0.07 | 114 | 79 |
Papua New Guinea | 4 | 0.07 | 88 | 8 | 0.11 | 86 | 14 | 0.20 | 76 | 80 |
Algeria | 2 | 0.03 | 114 | 15 | 0.21 | 68 | 18 | 0.25 | 70 | 81 |
Vanuatu | 6 | 0.10 | 75 | 6 | 0.08 | 94 | 11 | 0.15 | 83 | 81 |
Romania | 1 | 0.02 | 131 | 17 | 0.24 | 66 | 23 | 0.32 | 61 | 83 |
Serbia | 1 | 0.02 | 131 | 15 | 0.21 | 68 | 24 | 0.34 | 60 | 84 |
Laos | 5 | 0.08 | 81 | 9 | 0.13 | 83 | 8 | 0.11 | 96 | 85 |
Estonia | 4 | 0.07 | 88 | 7 | 0.10 | 90 | 11 | 0.15 | 83 | 86 |
United Arab Emirates | 3 | 0.05 | 98 | 14 | 0.20 | 72 | 8 | 0.11 | 96 | 87 |
Panama | 4 | 0.07 | 88 | 11 | 0.15 | 78 | 7 | 0.10 | 100 | 87 |
Rwanda | 7 | 0.12 | 72 | 6 | 0.08 | 94 | 7 | 0.10 | 100 | 87 |
Niger | 11 | 0.18 | 63 | 8 | 0.11 | 86 | 4 | 0.06 | 118 | 90 |
Jamaica | 4 | 0.07 | 88 | 6 | 0.08 | 94 | 9 | 0.13 | 92 | 91 |
Mozambique | 5 | 0.08 | 81 | 6 | 0.08 | 94 | 7 | 0.10 | 100 | 92 |
Greenland | 4 | 0.07 | 88 | 4 | 0.06 | 112 | 13 | 0.18 | 79 | 93 |
Lebanon | 3 | 0.05 | 98 | 6 | 0.08 | 94 | 10 | 0.14 | 88 | 94 |
Sudan | 6 | 0.10 | 75 | 4 | 0.06 | 112 | 6 | 0.08 | 107 | 95 |
Congo | 5 | 0.08 | 81 | 3 | 0.04 | 120 | 8 | 0.11 | 96 | 96 |
Uruguay | 2 | 0.03 | 114 | 9 | 0.13 | 83 | 6 | 0.08 | 107 | 97 |
Iceland | 2 | 0.03 | 114 | 7 | 0.10 | 90 | 7 | 0.10 | 100 | 97 |
New Caledonia | 2 | 0.03 | 114 | 7 | 0.10 | 90 | 7 | 0.10 | 100 | 97 |
Mauritius | 4 | 0.07 | 88 | 3 | 0.04 | 120 | 8 | 0.11 | 96 | 97 |
Oman | 3 | 0.05 | 98 | 3 | 0.04 | 120 | 10 | 0.14 | 88 | 101 |
Samoa | 5 | 0.08 | 81 | 3 | 0.04 | 120 | 6 | 0.08 | 107 | 102 |
Tunisia | 0 | 0.00 | 160 | 15 | 0.21 | 68 | 12 | 0.17 | 82 | 103 |
Jordan | 2 | 0.03 | 114 | 10 | 0.14 | 79 | 4 | 0.06 | 118 | 104 |
Syrian Arab Republic | 6 | 0.10 | 75 | 5 | 0.07 | 105 | 3 | 0.04 | 132 | 105 |
Trinidad and Tobago | 5 | 0.08 | 81 | 5 | 0.07 | 105 | 3 | 0.04 | 132 | 106 |
Slovakia | 1 | 0.02 | 131 | 5 | 0.07 | 105 | 11 | 0.15 | 83 | 107 |
Guatemala | 3 | 0.05 | 98 | 5 | 0.07 | 105 | 4 | 0.06 | 118 | 108 |
Bhutan | 3 | 0.05 | 98 | 3 | 0.04 | 120 | 6 | 0.08 | 107 | 109 |
Brunei Darussalam | 4 | 0.07 | 88 | 3 | 0.04 | 120 | 4 | 0.06 | 118 | 110 |
Cote d'Ivoire | 2 | 0.03 | 114 | 12 | 0.17 | 74 | 2 | 0.03 | 144 | 111 |
Bulgaria | 0 | 0.00 | 160 | 6 | 0.08 | 94 | 13 | 0.18 | 79 | 112 |
Qatar | 3 | 0.05 | 98 | 2 | 0.03 | 136 | 7 | 0.10 | 100 | 113 |
Cuba | 1 | 0.02 | 131 | 4 | 0.06 | 112 | 9 | 0.13 | 92 | 114 |
Honduras | 4 | 0.07 | 88 | 5 | 0.07 | 105 | 2 | 0.03 | 144 | 115 |
Macao | 1 | 0.02 | 131 | 6 | 0.08 | 94 | 5 | 0.07 | 114 | 116 |
French Polynesia | 2 | 0.03 | 114 | 3 | 0.04 | 120 | 6 | 0.08 | 107 | 117 |
Myanmar | 0 | 0.00 | 160 | 6 | 0.08 | 94 | 10 | 0.14 | 88 | 118 |
Micronesia | 2 | 0.03 | 114 | 2 | 0.03 | 136 | 9 | 0.13 | 92 | 118 |
Croatia | 1 | 0.02 | 131 | 2 | 0.03 | 136 | 11 | 0.15 | 83 | 120 |
Iraq | 0 | 0.00 | 160 | 6 | 0.08 | 94 | 7 | 0.10 | 100 | 121 |
Puerto Rico | 2 | 0.03 | 114 | 4 | 0.06 | 112 | 3 | 0.04 | 132 | 122 |
Eswatini (Swaziland) | 9 | 0.15 | 67 | 2 | 0.03 | 136 | 0 | 0.00 | 159 | 123 |
Barbados | 3 | 0.05 | 98 | 3 | 0.04 | 120 | 2 | 0.03 | 144 | 123 |
Marshall Islands | 4 | 0.07 | 88 | 0 | 0.00 | 156 | 4 | 0.06 | 118 | 123 |
Guinea | 3 | 0.05 | 98 | 2 | 0.03 | 136 | 3 | 0.04 | 132 | 126 |
North Macedonia | 1 | 0.02 | 131 | 3 | 0.04 | 120 | 4 | 0.06 | 118 | 127 |
Nicaragua | 3 | 0.05 | 98 | 4 | 0.06 | 112 | 0 | 0.00 | 159 | 127 |
Angola | 1 | 0.02 | 131 | 2 | 0.03 | 136 | 6 | 0.08 | 107 | 129 |
Palestine | 3 | 0.05 | 98 | 3 | 0.04 | 120 | 0 | 0.00 | 159 | 130 |
Cambodia | 0 | 0.00 | 160 | 8 | 0.11 | 86 | 3 | 0.04 | 132 | 131 |
Timor-Leste | 1 | 0.02 | 131 | 5 | 0.07 | 105 | 2 | 0.03 | 144 | 132 |
Belarus | 1 | 0.02 | 131 | 6 | 0.08 | 94 | 1 | 0.01 | 156 | 133 |
Latvia | 1 | 0.02 | 131 | 3 | 0.04 | 120 | 3 | 0.04 | 132 | 134 |
Lithuania | 1 | 0.02 | 131 | 3 | 0.04 | 120 | 3 | 0.04 | 132 | 134 |
Ukraine | 0 | 0.00 | 160 | 4 | 0.06 | 112 | 5 | 0.07 | 114 | 136 |
Democratic Republic Congo | 2 | 0.03 | 114 | 3 | 0.04 | 120 | 0 | 0.00 | 159 | 137 |
Togo | 3 | 0.05 | 98 | 2 | 0.03 | 136 | 0 | 0.00 | 159 | 137 |
Haiti | 1 | 0.02 | 131 | 3 | 0.04 | 120 | 2 | 0.03 | 144 | 139 |
Belize | 1 | 0.02 | 131 | 1 | 0.01 | 148 | 4 | 0.06 | 118 | 140 |
Kyrgyzstan | 1 | 0.02 | 131 | 0 | 0.00 | 156 | 5 | 0.07 | 114 | 141 |
Afghanistan | 3 | 0.05 | 98 | 1 | 0.01 | 148 | 1 | 0.01 | 156 | 142 |
Niue | 2 | 0.03 | 114 | 0 | 0.00 | 156 | 3 | 0.04 | 132 | 142 |
Sierra Leone | 1 | 0.02 | 131 | 4 | 0.06 | 112 | 0 | 0.00 | 159 | 142 |
Guinea-Bissau | 0 | 0.00 | 160 | 4 | 0.06 | 112 | 3 | 0.04 | 132 | 145 |
Albania | 1 | 0.02 | 131 | 0 | 0.00 | 156 | 4 | 0.06 | 118 | 146 |
Kiribati | 1 | 0.02 | 131 | 0 | 0.00 | 156 | 4 | 0.06 | 118 | 146 |
Palau | 1 | 0.02 | 131 | 0 | 0.00 | 156 | 4 | 0.06 | 118 | 146 |
Dominican Republic | 2 | 0.03 | 114 | 2 | 0.03 | 136 | 0 | 0.00 | 159 | 149 |
Malta | 2 | 0.03 | 114 | 2 | 0.03 | 136 | 0 | 0.00 | 159 | 149 |
Bahrain | 1 | 0.02 | 131 | 1 | 0.01 | 148 | 3 | 0.04 | 132 | 151 |
Eritrea | 3 | 0.05 | 98 | 0 | 0.00 | 156 | 0 | 0.00 | 159 | 152 |
Guyana | 3 | 0.05 | 98 | 0 | 0.00 | 156 | 0 | 0.00 | 159 | 152 |
Tajikistan | 3 | 0.05 | 98 | 0 | 0.00 | 156 | 0 | 0.00 | 159 | 152 |
Faroe Islands | 2 | 0.03 | 114 | 0 | 0.00 | 156 | 2 | 0.03 | 144 | 155 |
French Guiana | 2 | 0.03 | 114 | 0 | 0.00 | 156 | 2 | 0.03 | 144 | 155 |
Montenegro | 1 | 0.02 | 131 | 0 | 0.00 | 156 | 3 | 0.04 | 132 | 157 |
Cyprus | 0 | 0.00 | 160 | 0 | 0.00 | 156 | 6 | 0.08 | 107 | 158 |
Cape Verde | 1 | 0.02 | 131 | 1 | 0.01 | 148 | 2 | 0.03 | 144 | 158 |
Libyan Arab Jamahiriya | 0 | 0.00 | 160 | 3 | 0.04 | 120 | 2 | 0.03 | 144 | 160 |
Seychelles | 0 | 0.00 | 160 | 3 | 0.04 | 120 | 2 | 0.03 | 144 | 160 |
Lesotho | 2 | 0.03 | 114 | 0 | 0.00 | 156 | 0 | 0.00 | 159 | 162 |
Tonga | 2 | 0.03 | 114 | 0 | 0.00 | 156 | 0 | 0.00 | 159 | 162 |
Kazakhstan | 1 | 0.02 | 131 | 0 | 0.00 | 156 | 2 | 0.03 | 144 | 164 |
Bahamas | 0 | 0.00 | 160 | 0 | 0.00 | 156 | 4 | 0.06 | 118 | 165 |
Bosnia and Herzegovina | 0 | 0.00 | 160 | 0 | 0.00 | 156 | 4 | 0.06 | 118 | 165 |
El Salvador | 0 | 0.00 | 160 | 0 | 0.00 | 156 | 4 | 0.06 | 118 | 165 |
Guam | 0 | 0.00 | 160 | 0 | 0.00 | 156 | 4 | 0.06 | 118 | 165 |
Chad | 1 | 0.02 | 131 | 1 | 0.01 | 148 | 1 | 0.01 | 156 | 169 |
Cook Islands | 1 | 0.02 | 131 | 0 | 0.00 | 156 | 0 | 0.00 | 159 | 170 |
Guadeloupe | 1 | 0.02 | 131 | 0 | 0.00 | 156 | 0 | 0.00 | 159 | 170 |
Liberia | 1 | 0.02 | 131 | 0 | 0.00 | 156 | 0 | 0.00 | 159 | 170 |
Maldives | 1 | 0.02 | 131 | 0 | 0.00 | 156 | 0 | 0.00 | 159 | 170 |
Suriname | 0 | 0.00 | 160 | 0 | 0.00 | 156 | 3 | 0.04 | 132 | 174 |
Gambia | 0 | 0.00 | 160 | 2 | 0.03 | 136 | 0 | 0.00 | 159 | 175 |
Kuwait | 0 | 0.00 | 160 | 2 | 0.03 | 136 | 0 | 0.00 | 159 | 175 |
Uzbekistan | 0 | 0.00 | 160 | 2 | 0.03 | 136 | 0 | 0.00 | 159 | 175 |
Luxembourg | 0 | 0.00 | 160 | 0 | 0.00 | 156 | 2 | 0.03 | 144 | 178 |
Burundi | 0 | 0.00 | 160 | 1 | 0.01 | 148 | 0 | 0.00 | 159 | 179 |
Central African Republic | 0 | 0.00 | 160 | 1 | 0.01 | 148 | 0 | 0.00 | 159 | 179 |
Djibouti | 0 | 0.00 | 160 | 1 | 0.01 | 148 | 0 | 0.00 | 159 | 179 |
Key: n = number of papers; % = percentage contribution for each country in each label; R = Ranking of each country using the number of papers in each label
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Fulvio mazzocchi.
1 Fulvio Mazzocchi is at the Institute for Atmospheric Pollution of CNR, Monterotondo, Italy. [email protected]
Cultures from all over the world have developed different views of nature throughout human history. Many of them are rooted in traditional systems of beliefs, which indigenous people use to understand and interpret their biophysical environment ( Iaccarino, 2003 ). These systems of managing the environment constitute an integral part of the cultural identity and social integrity of many indigenous populations. At the same time, their knowledge embodies a wealth of wisdom and experience of nature gained over millennia from direct observations, and transmitted—most often orally—over generations.
The importance of this traditional knowledge for the protection of biodiversity and the achievement of sustainable development is slowly being recognized internationally ( Gadgil et al , 1993 ). For example, Article 8 of the Convention on Biological Diversity urges us to “…respect, preserve and maintain knowledge, innovations and practices of indigenous and local communities embodying traditional lifestyles relevant for the conservation and sustainable use of biological diversity….” ( United Nations, 1992 ). In addition, traditional or indigenous knowledge has been rediscovered as a model for a healthy interaction with, and use of, the environment, and as a rich source to be tapped into in order to gain new perspectives about the relationship between humans and nature.
However, our difficulty in approaching the knowledge from indigenous cultures is already reflected in the way in which we describe and name it. No universal definition is available, and many terms are used to establish what indigenous people know ( Berkes, 1993 ), including traditional knowledge or traditional ecological knowledge, local knowledge, indigenous knowledge or science, folk knowledge, farmers' knowledge, fishers' knowledge and tacit knowledge. Each of these terms carries different implications, and there is an ensuing discussion about which one is the most appropriate. The word ‘traditional', for example, places the emphasis on the transmission of knowledge along a cultural continuity, but might ignore the ability of traditional societies to adapt to changing circumstances. Another widely used word, ‘indigenous', is meant to highlight the autochthonous nature of this knowledge, but it might overlook knowledge from populations who are not officially recognized as indigenous. The word ‘local' can be applied to different geographic contexts, but it lacks specificity. At present, traditional ecological knowledge is interpreted as a cumulative body of knowledge, practices and representations that describes the relationships of living beings with one another and with their physical environment, which evolved by adaptive processes and has been handed down through generations by cultural transmission ( Berkes et al , 2000 ).
…our difficulty in approaching the knowledge from indigenous cultures is already reflected in the way in which we describe and name it
Many indigenous populations have relied for centuries or even millennia on their direct environment for subsistence and autonomy. Over time, they have developed a way in which to manage and use their resources that ensures their conservation into the future. Such traditional societies are interested more in preserving their own social, cultural and environmental stability and integrity than in maximizing production. Consequently, there is no ‘exploitation' of nature—which they do not consider as a collection of commodities—in the interaction between humans and natural milieu. On the contrary, their way of life is based on a strong sense of interconnection and interdependence. This also applies to their social life. Ethics is explicitly part of the traditional approach. Relationships are based on reciprocity and obligations towards community members. Natural resource management is based on shared meanings and knowledge ( Berkes, 1993 ). Activities in traditional societies often include a strong symbolic dimension in which every action is highly ritualized, and allow humans to participate in the preservation of the natural order. Of course, these rituals differ between cultures, as each society has its own belief systems, which determine its cultural identity and type of technology.
Traditional knowledge has developed a concept of the environment that emphasizes the symbiotic character of humans and nature. It offers an approach to local development that is based on co-evolution with the environment, and on respecting the carrying capacity of ecosystems. This knowledge—based on long-term empirical observations adapted to local conditions—ensures a sound use and control of the environment, and enables indigenous people to adapt to environmental changes. Moreover, it supplies much of the world's population with the principal means to fulfil their basic needs, and forms the basis for decisions and strategies in many practical aspects, including interpretation of meteorological phenomena, medical treatment, water management, production of clothing, navigation, agriculture and husbandry, hunting and fishing, and biological classification systems ( Nakashima & Roué, 2002 ). Beyond its obvious benefit for the people who rely on this knowledge, it might provide humanity as a whole with new biological and ecological insights; it has potential value for the management of natural resources, and might be useful in conservation education as well as in development planning and environmental assessment ( The World Conservation Union, 1986 ).
Traditional knowledge has developed a concept of the environment that emphasizes the symbiotic character of humans and nature
Of course, I am not trying to assert the ideal of the ‘noble savage'. Not all indigenous people have lived or are living in peace and harmony with nature; history has seen many cultures disappear after they had exhausted the environment's ability to sustain their population, such as the Maya or the Anasazi in the Americas. However, many existing traditional practices are ecologically healthy, and we cannot simply dismiss them as primitive and unscientific belief systems.
In all cultures, humans have gained knowledge by conceptualizing empirical observations to better understand nature, and thus interpret and predict it ( Iaccarino, 2003 ). The problem is how to study and analyse indigenous knowledge and belief systems. Of course, we cannot depend only on their empirical aspects, but must embrace their specific worldviews. It is not possible to simply reduce them to practical knowledge that is exclusively based on experience as opposed to theoretical knowledge, which is developed through deductive or inductive reasoning. In any case, discovering the fundamental principles of dealing with nature in many far-off cultures is not an easy task. Western science—which is deeply rooted both in the philosophy of Ancient Greece and the Renaissance—and traditional knowledge systems have developed radically different strategies to create and transmit knowledge, and it is exceedingly difficult to analyse one form of knowledge using the criteria of another tradition.
Still, there is a vast body of literature on such comparisons between Western science and traditional knowledge systems, which has identified various characteristics and opposing views. Western science favours analytical and reductionist methods as opposed to the more intuitive and holistic view often found in traditional knowledge. Western science is positivist and materialist in contrast to traditional knowledge, which is spiritual and does not make distinctions between empirical and sacred ( Nakashima & Roué, 2002 ). Western science is objective and quantitative as opposed to traditional knowledge, which is mainly subjective and qualitative. Western science is based on an academic and literate transmission, while traditional knowledge is often passed on orally from one generation to the next by the elders. Western science isolates its objects of study from their vital context by putting them in simplified and controllable experimental environments—which also means that scientists separate themselves from nature, the object of their studies;-by contrast, traditional knowledge always depends on its context and particular local conditions ( Nakashima & Roué, 2002 ).
In general, traditional knowledge systems adopt a more holistic approach, and do not separate observations into different disciplines as does Western science ( Iaccarino, 2003 ). Moreover, traditional knowledge systems do not interpret reality on the basis of a linear conception of cause and effect, but rather as a world made up of constantly forming multidimensional cycles in which all elements are part of an entangled and complex web of interactions ( Freeman, 1992 ). Of course, there is always the risk of oversimplifying by reducing the things of interest to essentials and/or dichotomies. However, from this brief overview of the dissimilarities, we can gain an understanding of how hard it is to compare two systems of knowledge that are so profoundly different. Trying to analyse and validate traditional knowledge systems by using external (scientific) criteria carries the risk of distorting such systems in the process. At the same time, we cannot extract just those parts of traditional knowledge that seem to measure up to scientific criteria and ignore the rest. This process of cognitive mining would atomize the overall system and threaten traditional knowledge with dispossession ( Nakashima & Roué, 2002 ).
However, Western contemporary culture and philosophy does offer some interesting ideas as to how to deal with these problems. The Austrian-born philosopher Paul Feyerabend, for example, questioned the widespread assumption that only Western science holds the criteria to determine the truth. As Feyerabend pointed out, any form of knowledge makes sense only within its own cultural context ( Feyerabend, 1987 ). Similarly, the British anthropologist Gregory Bateson has compared knowledge about the material world to a map and the terrain it describes: the map itself is not the terrain, but only one representation of it ( Bateson, 1979 ). Just as different maps can give accounts of the same territory, so too can different forms of knowledge about the material world. Its actual representation ultimately depends on the observer's view.
…any form of knowledge makes sense only within its own cultural context
Contemporary hermeneutics—a branch of philosophy concerned with the theory of existential understanding and interpretation of texts—and, to a certain extent, complex thinking can offer useful approaches to compare different forms of knowledge and rationality. Complex thinking has provided new insights, and has contributed to a renewed interpretation of the concept of nature, and a new paradigm of science and epistemology. This new approach has brought a greater awareness of the shortcomings of simple explanations in comprehending reality. It aims to overcome the limits of both reductionism and holism by integrating them into a wider perspective, which investigates the complex structure of interconnections and retroactive relationships in the real world.
According to the classic epistemological approach, the creation of knowledge is a process of qualitative refinement and quantitative accumulation. Its goal is to disclose the ultimate foundation—the ‘meta' point of view from where we can see the ontological order and the objective truth—and to provide a neutral and universal language to explain natural phenomena ( Ceruti, 1986 ).
Complex thinking has strongly questioned this notion of a meta point of view along with its heuristic value as a principle for the creation of knowledge. Instead, it seeks and analyses the web of relationships among different perspectives. This is continually redefined in a dynamic process involving multiple points of observation and explanation. These places are fundamentally incommensurable, yet they can complement each other and be part of a constructive network. What matters, in fact, is the possibility of including multiple viewpoints that are vicarious in building a cognitive universe and can disclose a more complete picture of reality.
In this context, the hermeneutical notion of a ‘horizon' as expressed by the German philosopher Hans-Georg Gadamer seems to be highly relevant: “Horizon is the range of vision that includes everything that can be seen from a particular vantage point” ( Gadamer, 1960 ). Rationality intrinsically works from this point, which starts the process of comprehension through which we can interact with other and different horizons, and ultimately expand our own knowledge horizon.
The encounter between different cultures and knowledge systems can then be regarded as an encounter between different macrohorizons; such systems come from different traditions, and each has its own way of understanding phenomena and its own ‘logic' that allows the observed phenomena to be placed within an overall vision. Nevertheless, all representations of reality are expressions of the same cognitive features that are inherent in human nature.
…all representations of reality are expressions of the same cognitive features that are inherent in human nature
Traditional environmental knowledge is an important part of humankind's cultural heritage—the result of countless civilizations and traditions that have emerged over human history. This cultural diversity is as important for our future as is biodiversity. It is a potential source of creativity and enrichment embodied in several social and cultural identities, each of which expresses its uniqueness ( United Nations Educational, Scientific and Cultural Organization, 2002 ). However, European colonization has eroded and destroyed much of this traditional knowledge by replacing it with Western educational and cultural systems. The trend towards a global culture might even worsen this situation and enhance a process of cultural homogenization.
Scientific knowledge has long held a central role and attained a dominant position in our developed societies, but we cannot ignore the fact that other valid knowledge systems exist. The imposition of Western scientific ideas and methods not only causes disruption to existing social and economic relationships, but also might spoil the local knowledge. Allowing science to be the final arbiter of the validity of knowledge, and to establish the threshold beyond which knowledge is not worthy of its name, would create the conditions whereby an astonishing cultural heritage is transformed into a monolithic structure. Instead, we would be better advised to recognize the value of this heritage, and to devise strategies for its preservation for the benefit of present and future generations.
First, a renewed approach to dialogue among cultures is required. Such a dialogue can only take place if there is a common principle shared by all participants. All humans from all cultural backgrounds have the same biological nature. At the same time, however, a dialogue is only possible because there is diversity at various levels. Eliminating these differences or staying in rigid isolation eliminates the conditions needed for a potentially mutually beneficial converse.
By acknowledging the uniqueness of each knowledge system, we can go well beyond a mere pluralist approach to knowledge. Dialogue can become a tool for social cohabitation, as well as for discovering and enhancing knowledge. It should be based on a sense of profound hospitality because it arises from different identities and traditions, which are interested in exchanging their perspectives and experiences. This should not be anathema to Western science—in fact, it is through dialogue that new insights have emerged from the ancient Greek academies to today's laboratory meetings and scientific conferences. In this sense, a dialogue can catalyse the development of shared meanings, which are key factors in binding people and societies together as vehicles of social cohabitation ( Bohm, 1996 ).
Dialogue can become a tool for social cohabitation, as well as for discovering and enhancing knowledge
The real world is too complex to be compressed into static conceptualizations. Dealing with this complexity requires approaches and strategies that maintain a continuous openness and willingness to discover and learn ( Morin, 1990 ). This dialogue should take place with the unknown and the otherness. By shifting our perspective, and looking at other paths to knowledge that humans have developed and lived, we might create the necessary conditions for hitherto unknown knowledge to be revealed. All of these perspectives describe the human experience of reality. We need to open ourselves to participating in the experience of others, and yet we should also be aware that this opening can only start from where we already are—from our point of view or the tradition to which we belong. Our historical and culturally embedded perspective has been described by Gadamer as the “initial directedness of our whole ability to experience” ( Gadamer, 1967 ). Nevertheless, from our delimited horizon we can still accept the invitation of other paths to knowledge and might well learn from them.
For example, some authors ( Freeman, 1992 ; Iaccarino, 2003 ) have suggested that traditional knowledge systems can be helpful in dealing with complex systems: “The understanding of complex systems remains a major challenge for the future, and no scientist today can claim that we have at hand the appropriate methods with which to achieve this. Thus, we cannot discuss the future of science without taking into account the philosophical problems generated by the study of complexity. Modern, or Western, science may not be best suited to fulfil this task, as its view of the world is too constrained by its characteristic empirical and analytical approach that, in the past, made it so successful. We should therefore remember the contributions of other civilizations to the understanding of nature. […] Such traditional or indigenous knowledge is now increasingly being used not only with the aim of finding new drugs, but also to derive new concepts that may help us to reconcile empiricism and science” ( Iaccarino, 2003 ).
There is little doubt that modern science can gain a lot from such a dialogue. It has been extremely efficient in studying specific aspects of the natural world—those that are achievable through observation and experimentation—but operates in an environment that is either strictly controlled, such as a laboratory, or highly simplified. This approach is crucial in order to make generalized claims about the validity of scientific propositions, because it allows hypotheses under the same or highly controlled conditions to be tested and verified.-However, an increasing number of critical voices argue that an approach based on reductionism—as helpful as it has been in the past—might no longer be sufficient to analyse and understand higher levels of complexity ( Kellenberger, 2004 ; van Regenmortel, 2004 ). Moreover, scientists work only at specific levels of analysis. The theories formulated at each level are based on key observations, and, therefore, can explain only a specific set of facts ( Iaccarino, 2003 ). Hence, the integration of methods and results from different approaches and levels of analysis can become essential.
These considerations seem to be particularly relevant for studying biological, ecological and social phenomena that include different levels of complexity. As already mentioned, the Western tradition of thinking is developing a different approach to gaining knowledge from complex systems, but it would be equally useful to learn how traditional approaches explain such complexity. Not only are they more holistic, but also they seem to be better suited to coping with the uncertainty and unpredictability that are viewed as intrinsic characteristics of natural systems. Western science and traditional knowledge constitute different paths to knowledge, but they are rooted in the same reality. We can only gain from paying attention to our cultural history and richness.
In times like ours, when people are inundated with notions of consumerist identities, culture is often seen mainly as a resource to be tapped into for economic development. This certainly is true of blatant consumerist culture produced by such economic behemoths as Hollywood, but it is a narrow view on the importance and functions of culture. The objective of this issue of the International Indigenous Policy Journal is to demonstrate the radical importance of culture and spirituality in not only defining a people and their society but also in affecting their well-being and how these things are all interrelated.
Copyright (c) 2011 Marc Fonda
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29 Pages Posted: 13 Jun 2024 Publication Status: Under Review
University of Nottingham Ningbo China
Beijing normal university-hong kong baptist university united international college.
This study explores the comparative effects of traditional 2D and immersive 360° documentary formats on educational outcomes and knowledge retention about Miao culture. As digital platforms dominate cultural education, understanding how advancements in storytelling, particularly immersive media, impact learning is crucial. Using visual materials capturing Miao villages, folk dances, and crafts, the study produced documentaries in both formats. Eighty-four participants engaged with these documentaries, providing data on knowledge retention and viewer engagement. Participants viewing the 360° format reported higher self-assessed content recall compared to those viewing 2D documentaries. However, this perceived enhancement did not align with actual performance in quizzes, indicating a significant difference between perceived and actual knowledge retention. Findings suggest that while 360° documentaries enhance the sense of presence and immersion in cultural contexts, they do not improve memory retention over traditional 2D formats. The findings challenge prevailing assumptions on the educational advantage of immersive 360° technology and emphasise the importance of a thorough re-evaluation of these technological innovations in the context of digital heritage education.
Keywords: Ethnic minority representation, Digital cultural heritage, Cultural education, Immersive documentary, Knowledge acquisition and retention
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University of nottingham ningbo china ( email ).
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The use of ai in software engineering: a synthetic knowledge synthesis of the recent research literature.
TITLE-ABS-KEY((“artificial intelligence” OR “machine learning” OR “deep learning” OR “intelligent system” OR “support vector machine” OR (“decision tree” AND (induction OR heuristic)) OR “random forest” OR “Markov decision process” OR “hidden Markov model” OR “fuzzy logic” OR “k-nearest neighbor” OR “naive Bayes” OR “Bayesian learning” OR “artificial neural network” OR “convolutional neural network” OR “recurrent neural network” OR “generative adversarial network” OR “deep belief network” OR “perceptron” OR {natural language processing} OR {natural language understanding} OR {general language model}) and ({software engineering} OR {software design} or {software development})) AND PUBYEAR > 2018 AND PUBYEAR < 2025.
3.1. descriptive and production bibliometrics, 3.1.1. volume of research, 3.1.2. maturity of research and most prolific information sources, 3.1.3. geographical distribution of research, 3.1.4. most prolific funding bodies, 3.2. most prolific research themes, literature review of research categories and themes.
3.4. research gaps and challenges, 3.5. possible future research trends.
4. conclusions, institutional review board statement, informed consent statement, data availability statement, conflicts of interest.
Cluster Color | Representative Keywords | Categories | Themes |
---|---|---|---|
Red (42 author keywords) | Artificial intelligence (560), Software development (173), Software testing (123), Fuzzy logic (98), Software (73), Big data (65), Reinforcement learning (64) | Ethical use of AI-based software engineering, Use of fuzzy logic in software development and testing, Automation of software testing in an agile environment, Project management of software life cycle using fuzzy logic, Data science and big data in software development | Use of artificial intelligence in management of software development life cycle |
Yellow (25 author keywords) | Software engineering (673), Natural language processing (362), Requirement engineering (108), Agile software development (61) | Natural language processing in software development, Natural language processing in software requirements engineering, User stories understanding with natural language processing | Natural language processing (NLP) in software engineering |
Blue cluster (31 author keywords) | Machine learning (1504), Software development effort estimation (156), Classification (142), Software defect prediction (205), Data mining (102), Artificial neural network (184), Software metrics (84), Feature selection (82) | Software development effort estimation, Data mining in software fault/defect prediction, Machine learning and software metrics | Machine learning in fault/defect prediction and effort estimation |
Green (39 author keywords) | Deep learning (770), Neural networks (123), Empirical software engineering (62), Attention mechanism (68), Code generation (34), Code search (33), COVID-19 (30), Technical depth (26), Program comprehension (31) | Deep learning in program comprehension and vulnerability detection, Technical depth and code smell detection, and classification, COVID-19 influence on software engineering | Deep learning in empirical software engineering focusing on code management |
Viollet (9 author keywords) | Software quality (86), Software maintenance (62), Mining software repositories (43) | Mining software repositories to improve software quality and software maintenance, Crowdsourcing, GitHub, and open source software as sources for mining software development data | Mining software repositories to improve software quality |
The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
Kokol, P. The Use of AI in Software Engineering: A Synthetic Knowledge Synthesis of the Recent Research Literature. Information 2024 , 15 , 354. https://doi.org/10.3390/info15060354
Kokol P. The Use of AI in Software Engineering: A Synthetic Knowledge Synthesis of the Recent Research Literature. Information . 2024; 15(6):354. https://doi.org/10.3390/info15060354
Kokol, Peter. 2024. "The Use of AI in Software Engineering: A Synthetic Knowledge Synthesis of the Recent Research Literature" Information 15, no. 6: 354. https://doi.org/10.3390/info15060354
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2011, International Indigenous Policy Journal
In times like ours, when people are inundated with notions of consumerist identities, culture is often seen mainly as a resource to be tapped into for economic development. This certainly is true of blatant consumerist culture produced by such economic behemoths as Hollywood, but it is a narrow view on the importance and functions of culture. The objective of this issue of the International Indigenous Policy Journal is to demonstrate the radical importance of culture and spirituality in not only defining a people and their society but also in affecting their well-being and how these things are all interrelated.
Victoria Marie
Sabina Magliocco
This brief paper, published in Anthropology News, the newsletter of the American Anthropological Association, examines the link between notions of indigenousness and authenticity, as well as their use in the politics of contemporary spirituality. It discusses Native American critiques of Euro-American cultural appropriation, the difficulties in using the copyright model to safeguard intangible cultural heritage, and the role of the anthropologist in disputes over indigenousness, spirituality, and authenticity.
Lucas Johnston
Studies in Phikosophy
samsul maarif
103 This paper proposes an indigenous religion paradigm as an alternative to world religion paradigm in examining varieties of religious practices of Indonesian indigenous peoples. Those varieties of religious practices have been dominantly described based on world religion paradigm. As a result, instead of being accounted as "religious", those practices have been labelled as "animistic", the ethnocentric theory of Tylor. Building on scholarship of indigenous religions, this paper will show that the world religion paradigm has misrepresented phenomena of indigenous religious practices, and argue that indigenous religion paradigm is more helpful and just to be employed. Indigenous religion paradigm is based on a cosmological concept that the cosmos is occuppied by different "persons" of human and non-human beings. Personhood is not identical to human beings, but perceived as extending beyond them. It is a capacity that may belong to the so-called "nature" (an essential category in a hierarchical cosmology along with "culture" and "supernatural"). This indigenous religion paradigm is used to specifically examine religious practices through which three groups of Indonesian indigenous peoples are engaged in environmental preservations and protections. The first is the Ammatoans of Sulawesi who have succeeded in preserving and protecting their customary forest from deforestation, the second is the Kend-hengs of Central Java who have been resisting a national cement company for their customary mountain and karst ecosystem, and the third is the Mollos of East Nusa Tenggara, eastern part of Indonesia, who succeeded protecting their costumary land by expelling marble mining companies. For those indigenous peoples, those costumary forest, mountain and land are "persons", whom they interrelate religiously for mutual benefits. They all engage in "inter-personal" relationship with those "natural" beings.
Comparative and International Education
W. Y. Alice Chan
Arkotong Longkumer
What counts as 'indigenous religion' in today's world? Who claims this category? What are the processes through which local entities become recognisable as 'religious' and 'indigenous'? How is all of this connected to struggles for power, rights and sovereignty? This book sheds light on the contemporary lives of indigenous religion(s), through case studies from Sápmi, Nagaland, Talamanca, Hawai'i and Gujarat, and through a shared focus on translations, performances, mediation and sovereignty. It builds on long-term case-studies and on the collaborative comparison of a long-term project, including shared fieldwork. At the centre of its concerns are translations between a globalising discourse (indigenous religion in the singular) and distinct local traditions (indigenous religions in the plural). With contributions from leading scholars in the field, this book is a must read for students and researchers in indigenous religions, including those in related fields such as religious studies and social anthropology.
Teaching Mysticism, edited by Dr. William Parsons, Rice University. Oxford University Press, 2011: 121-137.
Ashok Dasgupta
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Al-Izzah: Jurnal Hasil-Hasil Penelitian
Andi Alfian
Claire Farley
Robin M Wright
Stein R. Mathisen
Vel Suminguit
Christopher Humphrey Hartney
International Journal of Research Studies in Education
Joeffrey C . Latayan
Suzanne Owen
Social Compass
Cristian Parker
Journal of Environmental Media
Natalie Avalos
American Anthropologist
Kathryn Graber
Leslie F Goldstein
Journal of Agricultural and Environmental Ethics
Cultural and Spiritual Significance of Nature in Protected Areas: Governance, Management and Policy edited by Verschuuren B and Brown S Abingdon Routledge
John Studley
isrn.qut.edu.au
Journal of Big History
Joel S . Regala
Revue @mnis. Revue de civilisation contemporaine Europes-Amériques. Faculté des Lettres et Sciences Sociales Université Victor Segalen Brest.
Frederic Dorel
An Introduction
Ronald Niezen
Derek Rasmussen
Common Knowledge
Douglas P Fry
Heritage and Rights of Indigenous Peoples. Patrimonio y Derechos de los Pueblos Indígenas
Manuel May Castillo , Ekoningtyas Margu Wardani , EBUN ABOLARIN , Juniator Tulius, Ph.D.
Catherine Alexander
David Groenfeldt
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Traditional knowledge is at the core of indigenous identity, culture, languages, heritage and livelihoods, ... Nations agencies and the private sector. A world report on languages is also being developed, and a call for research papers has already resulted in 280 submissions from 63 countries focused on seven themes.
Traditional knowledge is the foundation of indigenous peoples' identities, cultural heritage, civilizations, livelihoods and coping strategies over several centuries.
As the Guidance details, Indigenous Knowledge - also referred to as Traditional Knowledge or Traditional Ecological Knowledge - is a body of observations, oral and written knowledge ...
Marc Fonda, Introductory Essay, International Indigenous Policy Journal, Vol. 2, No. 4, Special Issue: Traditional Knowledge, Spirituality and Lands (October 2011 ...
The traditional ideas that knowledge entails truth, belief, and justification are all consistent with the knowledge first project. And Williamson (2000: 126) is explicit in endorsement of a safety requirement on knowledge—just not one that serves as part of an analysis. ... Knowledge and the State of Nature: An Essay in Conceptual Synthesis ...
This essay explores the intersection of indigeneity, traditional knowledge, and environmental sustainability. Delving into the unique perspectives of indigenous cultures, the essay examines how traditional beliefs and practices contribute to the effective management and conservation of local natural resources.
Published: January 2, 2018 6:03pm EST. Throughout history, Indigenous peoples have been responsible for the development of many technologies and have substantially contributed to science. Science ...
Indigenous knowledge provides specific views of the world held by various indigenous peoples. It offers different views on nature and science that generally differ from traditional Western science. Futhermore, it introduces different perspectives on nature and the human in nature. Coming basically from a Western perspective on nature and science, the paper analyzes the literature in science ...
Introductory Essay . Traditional Knowledge, Spirituality and Lands . In times like ours, when people are inundated with notions of consumerist identities, culture is often seen mainly as a resource to be tapped into for economic development. This certainly is true of blatant consumerist culture produced by such economic behemoths as
Abstract This essay deals with the issue of traditional knowledge and critically assesses the relevant provisions of the 1992 Convention on Biological Diversity. It also analyses "soft law" instrument, the so-called, Akwé: Kon Voluntary Guidelines. The essay illustrates the problems relating to the regulation of indigenous knowledge by examples from practice.
Traditional knowledge and customs (referred to also as indigenous and local knowledge) have been reported by natural philosophers and chroniclers since around 2000 years (e.g., [6,7,8]).With the help of written documents, cultural remains and archaeological artefacts, we understand persistence and dynamics of traditions and knowledge.
13 Doris Estelle Long, 'Traditional Knowledge and the Fight for the Public Domain' (2006) 5 John Marshall Review of Intellectual Property Law 321. Traditional knowledge changes in response to culture, the environment and the passage of time. It is a living active concept, not just a snapshot of what used to be back in 'the good old days'.
The label traditional knowledge yielded the most papers in the database, thereby implying that it is the most preferred or most researched concept among the three labels. The concepts are rarely mentioned together in the publications' titles, abstracts and/or as keywords, as reflected in the small overlap ratios. ...
Traditional knowledge (TK), indigenous knowledge (IK), folk knowledge, and local knowledge generally refer to knowledge systems embedded in the cultural traditions of regional, indigenous, or local communities.. Traditional knowledge includes types of knowledge about traditional technologies of areas such as subsistence (e.g. tools and techniques for hunting or agriculture), midwifery ...
Traditional knowledge has developed a concept of the environment that emphasizes the symbiotic character of humans and nature. It offers an approach to local development that is based on co-evolution with the environment, and on respecting the carrying capacity of ecosystems. This knowledge—based on long-term empirical observations adapted to ...
In times like ours, when people are inundated with notions of consumerist identities, culture is often seen mainly as a resource to be tapped into for economic development. This certainly is true of blatant consumerist culture produced by such economic behemoths as Hollywood, but it is a narrow view on the importance and functions of culture.
traditional knowledge (i.e. paragraph 26 of the Declaration on Science and Section 3.4 of the Framework for Action) and not examine the wide range of traditional knowledge systems ... in Eskimo Essays, A. Fienup-Riordan, ed. London: Rutgers UP). Holistic cosmologies that intertwine elements that are ecological and social, as well as empirical and
Traditional Knowledge Essay. 1362 Words6 Pages. Traditional knowledge. To investigate how TK can be legally protected, it is necessary first to explain what TK actually is.The term is understood, misunderstood and applied in a confusing variety of ways. These assumptions relate to:
Traditional knowledge is the foundation of indigenous peoples' identities, cultural heritage, civilizations, livelihoods and coping strategies over several centuries. Its promotion, protection ...
Traditional knowledge plays an important role in the conservation of biodiversity and its traditional uses: • Indian Systems of Medicine (Ayurveda, Siddha, Unani) are part of the official healthcare system in India, and depend on a diversity of biological resources and traditional knowledge. • Farmers and livestock keepers have improved and ...
Essay On Traditional Knowledge. 938 Words4 Pages. 1. Knowledge, leading to new discoveries and inventions, has been the most important factor of development since the evolution of human beings. In the modern global economy, knowledge has gained even more importance as a factor of production. This is one of the fundamental reasons behind ...
The International Indigenous Policy Journal Volume 2 Issue 4Traditional Knowledge, Spirituality, and Lands Article 1 10-21-2011 Introductory Essay: Traditional Knowledge,
This study explores the comparative effects of traditional 2D and immersive 360° documentary formats on educational outcomes and knowledge retention about Miao culture. As digital platforms dominate cultural education, understanding how advancements in storytelling, particularly immersive media, impact learning is crucial.
Artificial intelligence (AI) has witnessed an exponential increase in use in various applications. Recently, the academic community started to research and inject new AI-based approaches to provide solutions to traditional software-engineering problems. However, a comprehensive and holistic understanding of the current status needs to be included. To close the above gap, synthetic knowledge ...
For more information, please contact [email protected]. Introductory Essay: Traditional Knowledge, Spirituality and Lands Abstract In times like ours, when people are inundated with notions of consumerist identities, culture is often seen mainly as a resource to be tapped into for economic development. This certainly is true of blatant consumerist ...