The unconditional average marginal effects (UAME) can be calculated by uniting the effects of both hurdles as: Similarly, σμ and σv are the standard deviations of μi and νi, respectively. e0222617. Overall, 30% of the farmers in Punjab were either incorrect in their beliefs (Type I or Type II errors) or uncertain and these farmers have applied the largest quantities of pesticides in the whole sample. The large health costs associated with chemical pesticide use are in line with previous studies for the cotton sector of Pakistan and elsewhere [7, 18, 20, 42]. where is a latent variable for Qhi indicating the monetary cost of treatment (cost of illnesses) for farmer i. zi denotes the vector of covariates, which can overlap with xi. No, Is the Subject Area "Fiber crops" applicable to this article? This produces insecticides against bollworm, Bt Cotton is world wide excessively produced by Monsanto. You can try to use this service ⇒ www.HelpWriting.net ⇐ I have used it several times in college and was absolutely satisfied with the result. Yes R I Z W A N A B B A S •India has the largest hectarage of cotton and accounts for approximately one third of the total cotton are planted in the world. Earlier studies that investigated the effects of chemical pesticide applications on farmers’ health have used the number of reported poisoning incidences as a proxy for ill health [23–24, 56]. LinkedIn emplea cookies para mejorar la funcionalidad y el rendimiento de nuestro sitio web, así como para ofrecer publicidad relevante. For instance, research in China [20–21] and South Africa [22] showed that Bt cotton adopters suffered from fewer pesticide poisoning incidences than non-adopters of Bt technology. [23] used regression models to show that Bt adoption reduced the incidence of pesticide poisoning in China, even after controlling for other observable factors. What the results presented here add to the existing literature is that the health benefits are also reflected in a lower cost of illness, and that the effects only occur with true Bt seeds. In the last stage, 14 cotton growers were randomly selected with equal probabilities in one randomly selected block within each mouza, yielding a sample of 728 households. Si continúas navegando por ese sitio web, aceptas el uso de cookies. Bt cotton in India • India is the largest cotton producer and consumer country after China. Results obtained with this “true” Bt adoption variable are compared with those obtained when using farmers’ self-reported adoption status. The cost-of-illness approach has been extensively employed in the study of health costs incurred by pesticide exposure, pollution, food poisoning, and water contamination [57–59]. Writing – review & editing, Affiliation Any remaining errors are the sole responsibility of the authors. The use of Bt cotton in India has grown exponentially since its introduction in 2002. Conceptualization, In the next section, we provide some background to cotton production and pesticide use in Pakistan. It was created by genetically engineering the cotton genome to express an insecticidal protoxin produced by a bacterium bacillus thuringiensis. Slideshare uses cookies to improve functionality and performance, and to provide you with relevant advertising. PLOS ONE promises fair, rigorous peer review, Now customize the name of a clipboard to store your clips. Scribd will begin operating the SlideShare business on December 1, 2020 The log-likelihood of the DH model consists of the summation of the log-likelihood values estimated in the first hurdle by a probit regression, and in the second hurdle by truncated regression estimators. Bt cotton is commonly cultivated to protect against bollworms that infest close to 90% of the global area under cotton and cause significant crop losses [1]. During each round, cotton leaves and bolls were collected from five randomly chosen plants located in the sample household’s main plot. Si continúas navegando por ese sitio web, aceptas el uso de cookies. (5) However, the picture changes when using data from laboratory analysis. Shares. Transgenic Bt Cotton TRANSGENIC Bt COTTON 1. Eqs (1) and (2) are estimated three times, separately for each of the Bt adoption definitions. production of GMO. We use the DH model and a likelihood specification as described by Jones [75], which follows the functional forms given in Eqs (1) and (2): At first glance, this suggests close correspondence in adoption rates. In addition to the self-spray dummy variable, we control for the number of protective measures used (long-sleeved shirts, gloves, masks, and closed shoes) during spraying. No, Is the Subject Area "Toxins" applicable to this article? Third, the study has focused on the role of Bt technology and has not analyzed the potential of other possible interventions–such as strengthening extension services and supporting the spread of knowledge about pesticide safety–that could also help to reduce pesticide-related health cost [43]. Extrapolating these estimates to the entire Bt cotton area in Pakistan results in annual health cost savings of US$ 6.9 million. These interviews were conducted in three rounds beginning in April 2013, as farmers were preparing their land for cotton cultivation; and culminating in February 2014, immediately after harvest. To account for the fact that self-reported Bt adoption may differ from true adoption, we define Bt adoption in three different ways. Contingent valuation methods are an alternative technique that is useful to also value intangible costs, such as pain, discomfort, stress and suffering [60–62]. These estimates contradict findings from previous studies on health effects of Bt cotton adoption [23–24, 64]. The second stage explains the treatment costs in monetary terms conditional on the first-stage outcome being positive. Hence, simply counting the incidences may not necessarily lead to good estimates of the actual health costs incurred. Since then, Pakistan’s seed industry has continued to rely on the MON531 event. Furthermore, true Bt seeds with higher gene expression levels would also lead to more effective pest control and therefore lower crop losses and higher financial savings in pesticide expenditures. The Bt is a short form Bacillus thuringiensis. The total Bt cotton area in Pakistan is currently estimated at 7.4 million acres [55]. In addition to CAME, we also computed unconditional average marginal effects (UAME) that incorporate results from both hurdles (Table 7). Copyright: © 2019 Kouser et al. Second, the study provides strong evidence of a negative association between Bt adoption and pesticide-induced health costs, but causal interpretations should be made with caution. As expected, true-Bt adoption has stronger effects: it reduces the probability of requiring medical treatment by 17 percentage points and the cost of illness by Rs 88. Slideshare uses cookies to improve functionality and performance, and to provide you with relevant advertising. Extrapolating the estimates for true Bt seeds to Pakistan’s entire Bt cotton area results in annual health cost savings of around US$ 7 million. Likewise, the finding that Bt cotton adoption can reduce these health costs significantly is in line with earlier research in China and India [23–24]. Several studies have documented a lower incidence of acute pesticide poisoning symptoms among cotton farmers that adopted Bt technology. 3 Likes. Conceptualization, We define three categories of farmers: non-Bt adopters are those for whom the strip test results for the samples taken 70 days after sowing were all negative; weak-Bt adopters (or adopters of weakly performing Bt technology) are those with at least one strip test having been positive but Bt expression levels lower than 1.90 μg/g; true-Bt adopters are those with at least one strip test having been positive and Bt expression levels greater than 1.90 μg/g. Not surprisingly, farmers quickly found themselves on a pesticide “treadmill” that forced them to combat emerging resistance with a succession of increasingly toxic pesticides such as chlorinated hydrocarbons, organophosphates, and pyrethroids. Another contribution to this body of research is the careful look we take at the Bt adoption variable itself. As of this date, Scribd will manage your SlideShare account and any content you may have on SlideShare, and Scribd's General Terms of Use and Privacy Policy will apply. Ahora puedes personalizar el nombre de un tablero de recortes para guardar tus recortes. In addition to these economic gains, Bt cotton may generate environmental and health benefits by reducing the need for chemical pesticide sprays [7]. Yes It depends on the individual skill set also. The study protocol was reviewed and received approval from the Institutional Review Board (IRB) of IFPRI (IRB No. No, Is the Subject Area "Agricultural workers" applicable to this article? The household survey was conducted via face-to-face interviews with farmers using a structured questionnaire. Table 1 compares farmers’ self-reported Bt adoption with the strip test results for the presence of the Bt gene and the ELISA test results for Bt gene expression levels. 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