Occupational Safety Knowledge, Attitude, and Practice among Farmers in Northern Nigeria during Pesticide Application—A Case Study
Abstract
:1. Introduction
2. Materials and Methods
2.1. Sample Size
2.2. Study Design, Population, and Sampling
2.3. Data Collection
2.4. Data Analysis
3. Results
3.1. Farmer’s Demographic Characteristics
3.2. Farmers’ Knowledge of Pesticide Use
3.3. Farmers’ Pesticide Safety Knowledge
3.4. Farmers’ Attitudes to Pesticide Use
3.5. Safety Practices among Farmers
3.6. Factors Influencing Farmers’ Safety Behaviour during and after Pesticide Application
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- FAO; WHO. International Code of Conduct on Pesticide Management Guidelines on Highly Hazardous Pesticides 2016. Available online: http://www.fao.org/3/i5566e/i5566e.pdf (accessed on 13 April 2021).
- Moda, H.M.; Filho, W.L.; Minhas, A. Impacts of climate change on outdoor workers and their safety: Some research priorities. Int. J. Environ. Res. Public Health 2019, 16, 3458. [Google Scholar] [CrossRef] [Green Version]
- Litchfield, M.H. Estimates of acute pesticide poisoning in agricultural workers in less developed countries. Toxicol. Rev. 2005, 24, 271–278. [Google Scholar] [CrossRef]
- Rother, H.A.; Hall, R.; London, L. Pesticide use among emerging farmers in South Africa: Contributing factors and stakeholder perspectives. Dev. S. Afr. 2008, 25, 399–424. [Google Scholar] [CrossRef]
- Okoffo, E.D.; Mensah, M.; Fosu-Mensah, B.Y. Pesticides exposure and the use of personal protective equipment by cocoa farmers in Ghana. Environ. Syst. Res. 2016, 5, 17. [Google Scholar] [CrossRef] [Green Version]
- Fuhrimann, S.; Winkler, M.S.; Staudacher, P.; Weiss, F.T.; Stamm, C.; Eggen, R.I.; Lindh, C.H.; Menezes-Filho, J.A.; Baker, J.M.; Ramírez-Muñoz, F.; et al. Exposure to pesticides and health effects on farm owners and workers from conventional and organic agricultural farms in Costa Rica: Protocol for a cross-sectional study. JMIR Res. Protoc. 2019, 8, e10914. [Google Scholar] [CrossRef] [Green Version]
- London, L.; Bailie, R. Challenges for improving surveillance for pesticide poisoning: Policy implications for developing countries. Int. J. Epidemiol. 2001, 30, 564–570. [Google Scholar] [CrossRef] [Green Version]
- Naidoo, S.; London, L.; Rother, H.A.; Burdorf, A.; Naidoo, R.N.; Kromhout, H. Pesticide safety training and practices in women working in small-scale agriculture in South Africa. Occup. Environ. Med. 2010, 67, 823–828. [Google Scholar] [CrossRef] [Green Version]
- Ndlovu, V.; Dalvie, M.A.; Jeebhay, M.F. Asthma associated with pesticide exposure among women in rural Western Cape of South Africa. Am. J. Ind. Med. 2014, 57, 1331–1343. [Google Scholar] [CrossRef] [PubMed]
- Gesesew, H.A.; Woldemichael, K.; Massa, D.; Mwanri, L. Farmers knowledge, attitudes, practices and health problems associated with pesticide use in rural irrigation villages, Southwest Ethiopia. PLoS ONE 2016, 11, e0162527. [Google Scholar] [CrossRef] [Green Version]
- Gunnell, D.; Eddleston, M. Suicide by intentional ingestion of pesticides: A continuing tragedy in developing countries. Int. J. Epidemiol. 2003, 32, 902–909. [Google Scholar] [CrossRef] [Green Version]
- Eddleston, M.; Karunaratne, A.; Weerakoon, M.; Kumarasinghe, S.; Rajapakshe, M.; Rezvi Sheriff, M.H.; Buckley, N.A.; Gunnell, D. Choice of poison for intentional self-poisoning in rural Sri Lanka. Clin. Toxicol. 2006, 44, 283–286. [Google Scholar] [CrossRef] [PubMed]
- Page, A.; Liu, S.; Gunnell, D.; Astell-Burt, T.; Feng, X.; Wang, L.; Zhou, M. Suicide by pesticide poisoning remains a priority for suicide prevention in China: Analysis of national mortality trends 2006–2013. J. Affect. Disord. 2017, 208, 418–423. [Google Scholar] [CrossRef] [Green Version]
- Kuye, R.A.; Donham, K.J.; Marquez, S.P.; Sanderson, W.T.; Fuortes, L.J.; Rautiainen, R.H.; Jones, M.L.; Culp, K.R. Pesticide handling and exposures among cotton farmers in the Gambia. J. Agromed. 2008, 12, 57–69. [Google Scholar] [CrossRef]
- Sosan, M.B.; Akingbohungbe, A.E. Occupational insecticide exposure and perception of safety measures among cacao farmers in Southwestern Nigeria. Arch. Environ. Occup. Health 2009, 64, 185–193. [Google Scholar] [CrossRef]
- Lekei, E.E.; Ngowi, A.V.; London, L. Farmers’ knowledge, practices and injuries associated with pesticide exposure in rural farming villages in Tanzania. BMC Public Health 2014, 14, 389. [Google Scholar] [CrossRef] [Green Version]
- Tambe, A.B.; Mbanga, B.M.; Nzefa, D.L.; Nama, M.G. Pesticide usage and occupational hazards among farmers working in small-scale tomato farms in Cameroon. J. Egypt Public Health Assoc. 2019, 94, 20. [Google Scholar] [CrossRef] [PubMed]
- Damalas, C.A.; Eleftherohorinos, I.G. Pesticide exposure, safety issues, and risk assessment indicators. Int. J. Environ. Res. Public Health 2011, 8, 1402–1419. [Google Scholar] [CrossRef]
- Ibitayo, O.O. Egyptian farmers’ attitudes and behaviors regarding agricultural pesticides: Implications for pesticide risk communication. Risk Anal. 2006, 26, 989–995. [Google Scholar] [CrossRef]
- Asogwa, E.U.; Dongo, L.N. Problems associated with pesticide usage and application in Nigerian cocoa production: A review. Afr. J. Agric. Res. 2009, 4, 675–683. [Google Scholar]
- Sosan, M.B.; Akingbohungbe, A.E.; Ojo, I.A.; Durosinmi, M.A. Insecticide residues in the blood serum and domestic water source of cacao farmers in Southwestern Nigeria. Chemosphere 2008, 72, 781–784. [Google Scholar] [CrossRef]
- Andrade-Rivas, F.; Rother, H.A. Chemical exposure reduction: Factors impacting on South African herbicide sprayers’ personal protective equipment compliance and high risk work practices. Environ. Res. 2016, 142, 34–45. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Popp, J.; Pető, K.; Nagy, J. Pesticide productivity and food security. A review. Agron. Sustain. Dev. 2013, 33, 243–255. [Google Scholar] [CrossRef]
- Grain. Hungry for Land: Small Farmers Feed the World with Less Than a Quarter of All Farmland. GRAIN Report. 2014. Available online: https://grain.org/e/4929 (accessed on 18 August 2021).
- Wumbei, A.; Houbraken, M.; Spanoghe, P. Pesticides use and exposure among yam farmers in the Nanumba traditional area of Ghana. Environ. Monit. Assess. 2019, 191, 307. [Google Scholar] [CrossRef]
- Ntow, W.J.; Gijzen, H.J.; Kelderman, P.; Drechsel, P. Farmer perceptions and pesticide use practices in vegetable production in Ghana. Pest Manag. Sci. 2006, 62, 356–365. [Google Scholar] [CrossRef]
- Moda, H.M.; Dama, F.M.; Nwadike, C.; Alatni, B.S.; Adewoye, S.O.; Sawyerr, H.; Doka, P.J.S.; Danjin, M. Assessment of Workplace Safety Climate among Healthcare Workers during the COVID-19 Pandemic in Low and Middle Income Countries: A Case Study of Nigeria. Healthcare 2021, 9, 661. [Google Scholar] [CrossRef] [PubMed]
- Nicolopoulou-Stamati, P.; Maipas, S.; Kotampasi, C.; Stamatis, P.; Hens, L. Chemical pesticides and human health: The urgent need for a new concept in agriculture. Front. Public Health 2016, 4, 148. [Google Scholar] [CrossRef] [Green Version]
- Berni, I.; Menouni, A.; El, I.G.; Duca, R.C.; Kestemont, M.P.; Godderis, L.; El, S.J. Understanding farmers’ safety behavior regarding pesticide use in Morocco. Sustain. Prod. Consum. 2021, 25, 471–483. [Google Scholar] [CrossRef]
- Riccò, M.; Vezzosi, L.; Gualerzi, G. Health and safety of pesticide applicators in a high income agricultural setting: A knowledge, attitude, practice, and toxicity study from North-Eastern Italy. J. Prev. Med. Hyg. 2018, 59, E200. [Google Scholar] [CrossRef]
- Oluwole, O.; Cheke, R.A. Health and environmental impacts of pesticide use practices: A case study of farmers in Ekiti State, Nigeria. Int. J. Agric. Sustain. 2009, 7, 153–163. [Google Scholar] [CrossRef]
- Andersson, E.; Isgren, E. Gambling in the garden: Pesticide use and risk exposure in Ugandan smallholder farming. J Rural Stud. 2021, 82, 76–86. [Google Scholar] [CrossRef]
- Karunamoorthi, K.; Mohammed, M.; Wassie, F. Knowledge and practices of farmers with reference to pesticide management: Implications on human health. Arch. Environ. Occup. Health 2021, 67, 109–116. [Google Scholar] [CrossRef]
- Kim, K.H.; Kabir, E.; Jahan, S.A. Exposure to pesticides and the associated human health effects. Sci. Total Environ. 2017, 575, 525–535. [Google Scholar] [CrossRef] [PubMed]
- Ogunjimi, S.I.; Farinde, A.J. Farmers’ knowledge level of precautionary measures in agro-chemicals usage on cocoa production in Osun and Edo States, Nigeria. Int. J. Agric. For. 2012, 2, 186–194. [Google Scholar] [CrossRef] [Green Version]
- Baksh, K.; Ganpat, W.; Narine, L. Farmers knowledge, attitudes and perceptions of occupational health and safety hazards in Trinidad, West Indies and implications for the Agriculture sector. J. Agric. Ext. Rural Dev. 2015, 7, 221–228. [Google Scholar] [CrossRef]
- World Health Organization. The WHO Recommended Classification of Pesticides by Hazard and Guidelines to Classification 2019; World Health Organization: Genève, Switzerland, 2020; Available online: https://www.who.int/publications/i/item/9789240005662 (accessed on 19 August 2021).
- Mnif, W.; Hassine, A.I.; Bouaziz, A.; Bartegi, A.; Thomas, O.; Roig, B. Effect of endocrine disruptor pesticides: A review. Int. J. Environ. Res. Public Health 2011, 8, 2265–2303. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Aktar, M.W.; Sengupta, D.; Chowdhury, A. Impact of pesticides use in agriculture: Their benefits and hazards. Interdiscip. Toxicol. 2009, 2, 1–12. [Google Scholar] [CrossRef] [Green Version]
- Jallow, M.F.; Awadh, D.G.; Albaho, M.S.; Devi, V.Y.; Thomas, B.M. Pesticide risk behaviors and factors influencing pesticide use among farmers in Kuwait. Sci. Total Environ. 2017, 574, 490–498. [Google Scholar] [CrossRef] [PubMed]
- Al Zadjali, S.; Morse, S.; Chenoweth, J.; Deadman, M. Factors determining pesticide use practices by farmers in the Sultanate of Oman. Sci. Total Environ. 2014, 476, 505–512. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Khan, M.; Damalas, C.A. Occupational exposure to pesticides and resultant health problems among cotton farmers of Punjab, Pakistan. Int. J. Environ. Res. Public Health 2015, 25, 508–521. [Google Scholar] [CrossRef]
- Donga, T.K.; Eklo, O.M. Environmental load of pesticides used in conventional sugarcane production in Malawi. Crop Prot. 2018, 108, 71–77. [Google Scholar] [CrossRef]
- Kamel, F.; Hoppin, J.A. Association of pesticide exposure with neurologic dysfunction and disease. Environ. Health Persp. 2004, 112, 950–958. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Baltazar, M.T.; Dinis-Oliveira, R.J.; de Lourdes Bastos, M.; Tsatsakis, A.M.; Duarte, J.A.; Carvalho, F. Pesticides exposure as etiological factors of Parkinson’s disease and other neurodegenerative diseases—A mechanistic approach. Toxicol. Lett. 2014, 230, 85–103. [Google Scholar] [CrossRef] [PubMed]
- Scott, N.B.; Pocock, N.S. The Health Impacts of Hazardous Chemical Exposures among Child Labourers in Low-and Middle-Income Countries. Int. J. Environ. Res. Public Health 2021, 18, 5496. [Google Scholar] [CrossRef]
- De Bon, H.; Huat, J.; Parrot, L.; Sinzogan, A.; Martin, T.; Malézieux, E.; Vayssières, J.F. Pesticide risks from fruit and vegetable pest management by small farmers in sub-Saharan Africa. A review. Agron. Sustain. Dev. 2014, 34, 723–736. [Google Scholar] [CrossRef] [Green Version]
- Garrigou, A.; Laurent, C.; Berthet, A.; Colosio, C.; Jas, N.; Daubas-Letourneux, V.; Jackson Filho, J.M.; Jouzel, J.N.; Samuel, O.; Baldi, I.; et al. Critical review of the role of PPE in the prevention of risks related to agricultural pesticide use. Saf. Sci. 2020, 123, 104527. [Google Scholar] [CrossRef]
- Sapbamrer, R.; Thammachai, A. Factors affecting use of personal protective equipment and pesticide safety practices: A systematic review. Environ. Res. 2020, 185, 109444. [Google Scholar] [CrossRef]
Variables | Frequency | % | |
---|---|---|---|
Gender | Male | 407 | 79.3 |
Female | 98 | 19.1 | |
Prefer not to state | 8 | 1.6 | |
Age | <20 | 17 | 3.3 |
20–30 | 80 | 15.5 | |
31–40 | 148 | 28.7 | |
41–50 | 170 | 33 | |
51–60 | 78 | 15.1 | |
>60 | 22 | 4.3 | |
Educational Status | No formal education | 29 | 5.6 |
Primary school | 33 | 6.4 | |
Secondary | 150 | 29.2 | |
Tertiary | 302 | 58.8 | |
Smoking habit | Smoker | 45 | 8.8 |
Never smoked | 425 | 83.2 | |
Quit smoking | 41 | 8 | |
No of years working with pesticide on farm | 0–5 | 123 | 23.8 |
6–10 | 150 | 29.1 | |
11–15 | 138 | 26.7 | |
16–20 | 69 | 13.4 | |
>20 | 36 | 7 | |
Work shift | Full day | 167 | 32.8 |
Half day | 342 | 67.2 | |
Do you practice wet and dry farming | Yes, both wet and dry season farming | 269 | 52.2 |
No, only wet season farming | 238 | 46.2 | |
No, only dry season farming | 8 | 1.6 | |
Application of pesticide per cropping season | Once | 38 | 7.4 |
Twice | 189 | 36.7 | |
Thrice | 132 | 25.6 | |
>Three times | 156 | 30.3 | |
Land tenure system | Land owner | 258 | 50.2 |
Farm leasehold (private) | 199 | 38.7 | |
Farm leasehold (government) | 27 | 5.3 | |
Communal land tenure | 30 | 5.8 | |
Farm size | <1 hectare | 256 | 49.9 |
>1 hectare | 257 | 50.1 |
Pesticide Type (Trade Name) | Frequency | % | WHO Classification | Manufacturer Health Hazard Classification |
---|---|---|---|---|
Malathion (Malataf) | 131 | 5.4 | III | H302, H317, H410 |
Paraquat (Weed Crusher, Weedoff, Weedex, etc.) | 395 | 16.3 | II | H311, H330, H315, H410 |
Atrazine (Delzine, Atrataf, Atraforce, Xtrazine) | 267 | 11 | III | H317, H373, H410 |
Butachlor (Butaclear, Risene, Teer, Butaforce, Cleweed) | 164 | 6.8 | III | H302, H411 |
Glyphosate (Round-Up, Wipeout, Clearweed, Bushfire) | 380 | 15.6 | II | H312, H318, H411 |
Bentazone (Basagran) | 51 | 2.1 | II | H302, H319, H317, H412 |
Lambda-cyhalothrin (Karate Laraforce, Attack, Karto, Zap) | 378 | 15.5 | II | H304, H315+H320, H332, H371, H410 |
Propanil (Propacare, Propan, Rhonil, Orizo, Propaforce) | 56 | 2.3 | II | H302, H400, H411 |
Pendimethalin (Stomp, Pendilin) | 129 | 5.3 | II | H304, H317, H410 |
Oxidiaxone (Ronstar, Riceforce, Unicrown) | 56 | 2.3 | II | H304, H315, H336, H410 |
Mancozeb (Z-force, Hi-shield, Mancozeb, Mycotrin) | 93 | 3.8 | U | H317, H361d, H400 |
Dichlorvos (Smash, Wonder, Shooter, Nopest, DDforce, VIP) | 49 | 2 | I | H300, H330, H310, H317, H400 |
Cypermethrin (Suraksha, Superthrin, Best, Cymbush, Cypercot, etc.) | 158 | 6.5 | II | H301, H317, H332, H335, H410 |
2,4-D Amine (Aminoforce, Delmin-forte, 2,4-D-Amine, Select, etc.) | 122 | 5 | II | H302, H312, H332 |
Ill health symptoms associated with pesticide use. | ||||
Headache | 340 | 17.1 | ||
Dizziness | 266 | 13.4 | ||
Skin irritation | 218 | 11 | ||
Vomiting | 108 | 5.4 | ||
Nausea | 132 | 6.5 | ||
Itchy eyes | 159 | 8 | ||
Coughing | 134 | 6.7 | ||
Stomach ache | 98 | 4.9 | ||
Poor vision | 53 | 2.7 | ||
Shortness of breath | 68 | 3.4 | ||
Excessive sweating | 53 | 2.7 | ||
Weakness/fatigue | 73 | 3.7 | ||
Diarrhea | 38 | 1.9 | ||
Restlessness | 82 | 4.1 | ||
Excessive salivation | 43 | 2.2 | ||
Chemical burns on the skin | 41 | 2.1 | ||
Mental confusion | 7 | 0.4 | ||
Muscular twitching | 12 | 0.6 | ||
Increased breathing rate | 39 | 2 | ||
Extra phlegm or mucous in the airways | 22 | 1.1 |
Variable | Frequency (%) | M ± SD | |
---|---|---|---|
Do you read pesticide safety data sheets/labels before use of pesticide? | Yes | 451 (87.9) | 1.15 ± 0.438 |
No | 46 (9) | ||
Not sure | 16 (3.1) | ||
Do you know how to safely apply/spray pesticide on the farm? | Yes | 465 (91.2) | 1.13 ± 0.430 |
No | 26 (5.1) | ||
Not sure | 19 (3.7) | ||
Do you know how to use personal safety equipment when handling pesticide? | Yes | 482(94.5) | |
No | 16 (3.1) | 1.08 ± 0.346 | |
Not sure | 12 (2.4) | ||
Do you know how to safely dispose of pesticide residue/expired pesticide? | Yes | 435 (85.1) | |
No | 46 (9) | ||
Not sure | 30 (5.9) | 1.21 ± 0.531 | |
Do you know how to safely store pesticides before and after application on the farm? | Yes | 446 (86.9) | |
No | 47 (9.2) | 1.17 ± 0.468 | |
Not sure | 20 (3.9) | ||
Do you know pesticides can affect human health? | Yes | 486 (94.6) | 1.08 ± 0.336 |
No | 17 (3.3) | ||
Not sure | 11 (2.1) | ||
Do you know pesticides can affect the environment? | Yes | 440 (85.6) | |
No | 23 (4.5) | 1.23 ± 0.599 | |
Not sure | 46 (8.9) |
Variable | Strongly Disagree | Disagree | Neutral | Agree | Strongly Agree | M ± SD |
---|---|---|---|---|---|---|
Frequency (%) | ||||||
Pesticides are indispensable for high crop yield | 46 (9.6) | 50 (10.5) | 26 (5.5) | 186 (39) | 169 (35.4) | 3.8 ± 1.66 |
Smoking during use of pesticides increases chance of pesticides entering into the body | 37 (7.9) | 30 (6.4) | 23 (4.9) | 169 (36.3) | 207 (44.4) | 4.03 ± 1.21 |
Drinking and eating while handling pesticides increase potential entrance to the body | 37 (8) | 11 (2.4) | 14 (3) | 158 (34) | 245 (52.7) | 4.21 ±1.16 |
Use of personal protective equipment (PPE) is important to prevent the body from pesticide poisoning | 40 (8.2) | 12 (2.5) | 9 (1.8) | 121 (24.8) | 306 (62.7) | 4.31 ± 1.18 |
Using personal protective equipment (PPE) slows me down when I am applying pesticides on my farm | 180 (38.5) | 143 (30.6) | 24 (5.1) | 65 (13.9) | 55 (11.8) | 2.3 ± 1.4 |
Washing sprayer tanks in a river/pond/waterway will not pose danger to the environment | 286 (61.9) | 129 (27.9) | 14 (3) | 16 (3.5) | 17 (3.7) | 1.59 ± 0.98 |
Pesticides only have lethal effects on pests | 224 (48.4) | 153 (33) | 34 (7.3) | 27 (5.8) | 25 (5.4) | 1.87 ± 1.12 |
It is safe to mix pesticides with bare hand | 309 (66) | 111 (23.7) | 16 (3.4) | 22 (4.7) | 10 (2.1) | 1.53 ± 0.93 |
Variable | Yes | No |
---|---|---|
Frequency (%) | ||
I regularly use a mechanical sprayer during pesticide spraying/application on my farm. | 490 (96.1) | 20 (3.9) |
I use empty pesticide containers for other purposes/use in the house/farm. | 156 (30.6) | 354 (69.4) |
I purchase pesticides sufficient for one cropping season. | 455 (89.7) | 52 (10.3) |
I store pesticides at home in safe and secured location. | 439 (86.6) | 68 (13.4) |
I wear gloves and masks to protect my face and hands when applying pesticides on farm. | 468 (91.9) | 41 (8.1) |
I wear coveralls/farm uniform when applying pesticides on my farm. | 442 (86.3) | 70 (13.7) |
I always read the safety instruction on the pesticide container before use. | 446 (91.7) | 42 (8.3) |
If the nozzle gets blocked, I blow it with my mouth to get the clog out. | 164 (32) | 348 (68) |
I wash contaminated farm clothes separately after using pesticides on the farm. | 473 (92.7) | 37 (7.3) |
I dispose of empty containers according to the after-use instruction. | 462 (89.9) | 52 (10.1) |
Variables | Model 1: Use of Empty Container | Model 2: Pesticide Storage at Home | Model 3: Use of Masks/Gloves | Model 4: Use of Coveralls | Model 5: Read Safety Information before Use | Model 6: Use Mouth to Unblock Nozzle | Model 7: Wash Farm Clothes Separately after Use | Model 8: Dispose Empty Containers Appropriately |
---|---|---|---|---|---|---|---|---|
Age | 0.255 (0.038) * | −0.217 (0.152) | −0.371 (0.048) * | −0.209 (0.154) | −0.157 (0.384) | −0.175 (0.006) ** | −0.235 (0.242) | −0.260 (0.110) |
Gender | −0.089 (0.694) | −0.137 (0.655) | −0.209 (0.622) | −0.551 (0.159) | 0.188 (0.585) | −0.391 (0.072) | 0.326 (0.378) | 0.576 (0.054) * |
Educational level | 0.419 (0.000) ** | −0.436 (0.003) ** | 0.143 (0.035) * | 0.331 (0.110) | −0.460 (0.010) * | 0.051 (0.669) | −0.269 (0.181) | 0.056 (0.769) |
Farming experience (years) | −0.160 (0.153) | 0.134 (0.380) | 0.228 (0.205) | 0.038 (0.793) | 0.013 (0.941) | 0.025 (0.010) * | −0.219 (0.311) | 0.099 (0.535) |
Practice wet and dry season farming | −0.101 (0.622) | 0.259 (0.346) | 0.545 (0.100) | −0.084 (0.752) | −0.368 (0.282) | 0.388 (0.054) * | 0.242 (0.497) | −0.339 (0.261) |
Constant | −0.240 (0.787) | −0.955 (0.424) | −2.865 (0.070) | −4.712 (0.001) ** | −2.431 (0.088) | 1.128 (0.194) | −0.369 (0.810) | −3.693 (0.008) ** |
Log likelihood | 595.521 | 361.243 | 264.036 | 373.471 | 268.819 | 604.267 | 235.397 | 318.766 |
Pseudo R2 | 0.105 | 0.29 | 0.017 | 0.044 | 0.026 | 0.033 | 0.024 | 0.020 |
LR Chi2 | 23.901 | 14.470 | 8.346 | 22.399 | 13.079 | 16.459 | 11.901 | 9.825 |
Prob > Chi2 | 0.295 | 0.777 | 0.418 | 0.879 | 0.040 | 0.348 | 0.197 | 0.820 |
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Nwadike, C.; Joshua, V.I.; Doka, P.J.S.; Ajaj, R.; Abubakar Hashidu, U.; Gwary-Moda, S.; Danjin, M.; Moda, H.M. Occupational Safety Knowledge, Attitude, and Practice among Farmers in Northern Nigeria during Pesticide Application—A Case Study. Sustainability 2021, 13, 10107. https://doi.org/10.3390/su131810107
Nwadike C, Joshua VI, Doka PJS, Ajaj R, Abubakar Hashidu U, Gwary-Moda S, Danjin M, Moda HM. Occupational Safety Knowledge, Attitude, and Practice among Farmers in Northern Nigeria during Pesticide Application—A Case Study. Sustainability. 2021; 13(18):10107. https://doi.org/10.3390/su131810107
Chicago/Turabian StyleNwadike, Christopher, Victoria Ibukun Joshua, Paulina J. S. Doka, Rahaf Ajaj, Ummu Abubakar Hashidu, Sajoh Gwary-Moda, Mela Danjin, and Haruna Musa Moda. 2021. "Occupational Safety Knowledge, Attitude, and Practice among Farmers in Northern Nigeria during Pesticide Application—A Case Study" Sustainability 13, no. 18: 10107. https://doi.org/10.3390/su131810107
APA StyleNwadike, C., Joshua, V. I., Doka, P. J. S., Ajaj, R., Abubakar Hashidu, U., Gwary-Moda, S., Danjin, M., & Moda, H. M. (2021). Occupational Safety Knowledge, Attitude, and Practice among Farmers in Northern Nigeria during Pesticide Application—A Case Study. Sustainability, 13(18), 10107. https://doi.org/10.3390/su131810107