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Sugarcane, fires, and respiratory health in<br />

São Paulo, Brazil: A case study on the<br />

social<br />

implications of agro-energy production<br />

María Uriarte<br />

Ecology, Evolution & Environmental Biology<br />

Columbia University


1000 55000<br />

800 50000<br />

600 45000<br />

400 40000<br />

200 35000<br />

30000<br />

USD Hectograms<br />

(inf. adj.) per Hectare<br />

Figure 2: Global Trends over Time in Yield, Cultivated Area, and Prices for Ten<br />

Major Crops<br />

1970 1975 1980 1985 1990 1995 2000 2005<br />

Year<br />

Yield Cultivated Area Prices<br />

750000<br />

690000<br />

640000<br />

590000<br />

540000<br />

Hectares<br />

(thousands)<br />

Rudel et al. In review


Figure 3: The Geographic Distribution of Land Sparing Nations<br />

Rudel et al. In review


VARIABLE COEFFICIENT<br />

Intercept .151 (.025) ***<br />

Annual urban growth rate 2000-05 .125 (.036) **<br />

Total annual growth rate (2000-05) -.065 (.035) #<br />

% of agric. produc exported (2001-03) .111 (.027) ***<br />

R 2 .40<br />

Adjusted R 2 .35***<br />

***p


Raw sugarpaste ($/ton).<br />

700<br />

600<br />

500<br />

400<br />

300<br />

200<br />

100<br />

0<br />

Yom Kippur war<br />

Oil Embargo Iran-Iraq war<br />

Gulf war<br />

Sugarcane<br />

1960 1965 1970 1975 1980 1985 1990 1995 2000 2005<br />

Oil<br />

9/11<br />

$50<br />

$45<br />

$40<br />

$35<br />

$30<br />

$25<br />

$20<br />

$15<br />

$10<br />

$5<br />

$0<br />

$/barrel


Social and environmental effects of<br />

sugarcane production in São Paulo<br />

1. Air pollution and respiratory morbidity (Arbex et al.<br />

2000, Lara et al. 2005, Martinelli et al. 2002,<br />

Cançado et al. 2006, Almeida 2006).<br />

2. Degradation of aquatic ecosystems (Martinelli et<br />

al. 2002).<br />

3. Exploitation of cane-cutters (Rodrigues 2006,<br />

Alves 2006).<br />

4. Increased vulnerability to weather and market<br />

fluctuations?


Sugarcane, fires & respiratory health<br />

1. What are the spatial links between<br />

sugarcane cultivation, occurrence of<br />

fires, and respiratory health at the state<br />

scale?<br />

2. How can we ameliorate the effects of<br />

recent expansion in cane cultivation on<br />

respiratory health?


Sugarcane production by state (2005)<br />

Pernambuco<br />

Alagoas<br />

Minas<br />

Others<br />

Parana<br />

Sao Paulo


1990 2006<br />

Area in sugarcane<br />

São Paulo


Planted area (ha)<br />

400,000<br />

350,000<br />

300,000<br />

250,000<br />

200,000<br />

150,000<br />

100,000<br />

50,000<br />

0<br />

1990<br />

1991<br />

1992<br />

1993<br />

1994<br />

1995<br />

1996<br />

1997<br />

1998<br />

1999<br />

2000<br />

2001<br />

2002<br />

Planted Area (ha)<br />

Cotton<br />

Rice<br />

Beans<br />

Wheat<br />

6,000,000<br />

5,000,000<br />

4,000,000<br />

3,000,000<br />

2,000,000<br />

1,000,000<br />

2003<br />

2004<br />

2005<br />

2006<br />

0<br />

1990<br />

1991<br />

Sugarcane<br />

Corn<br />

Soy<br />

Total<br />

1992<br />

1993<br />

Expansion of sugarcane in<br />

the state of Sao Paulo<br />

1994<br />

1995<br />

1996<br />

1997<br />

1998<br />

1999<br />

2000<br />

2001<br />

2002<br />

2003<br />

2004<br />

2005<br />

2006


Percent (sugarcane)<br />

Value of sugarcane production in SP<br />

80<br />

70<br />

60<br />

50<br />

40<br />

30<br />

20<br />

10<br />

0<br />

1990<br />

1991<br />

1992<br />

1993<br />

1994<br />

1995<br />

1996<br />

1997<br />

1998<br />

1999<br />

2000<br />

2001<br />

2002<br />

2003<br />

2004<br />

2005<br />

2006<br />

25<br />

20<br />

15<br />

10<br />

5<br />

0<br />

Percent (others)<br />

Sugarcane<br />

Corn<br />

Soy


Standardized monthly salaries (R$2001)<br />

800<br />

600<br />

400<br />

200<br />

2002<br />

MONTHLY<br />

WORKER<br />

ADMINISTRATOR<br />

2003<br />

2004<br />

2005<br />

2006<br />

2007<br />

2002<br />

2003<br />

2004<br />

TRACTOR<br />

DRIVER<br />

CREW LEADER<br />

2005<br />

2006<br />

2007<br />

2002<br />

MIGRANT<br />

WORKER<br />

JOURNEYMAN<br />

2003<br />

2004<br />

2005<br />

2006<br />

2007<br />

800<br />

600<br />

400<br />

200


R 2 = 0.42<br />

Data: INPE (NOAA-12)


Legal objectives to eliminate pre-harvest<br />

burning in Sao Paulo


April December


6000<br />

5000<br />

4000<br />

3000<br />

2000<br />

1000<br />

0<br />

Fires/month (1999-2005)<br />

Sugarcane burning season<br />

JAN FEB MAR APRIL MAY JUNE JULY AUG SEPT OCT NOV DEC<br />

Data: INPE, NOAA-12


Where there’s fire….<br />

Smoke PM 2.5<br />

TSP SO2 SO2 Data: CETESB, Brasil


14000<br />

12000<br />

10000<br />

8000<br />

6000<br />

4000<br />

2000<br />

0<br />

Respiratory disease counts<br />

Sugarcane burning season<br />

JAN FEB MAR APRIL MAY JUNE JULY AUG SEPT OCT NOV DEC<br />

Data: DATASUS, Brasilia


Mean Temperature (deg C)<br />

35<br />

30<br />

25<br />

20<br />

15<br />

10<br />

5<br />

0<br />

J F M A M J J A S O N D<br />

500<br />

400<br />

300<br />

200<br />

100<br />

0<br />

-100<br />

Total precipitation (mm)<br />

MaxTemp<br />

MinTemp<br />

Precip<br />

Data: CIIAGRO, SP, Brasil


w <strong>ij</strong><br />

p<br />

Statistical Model: Respiratory<br />

~<br />

w s<br />

logit<br />

Binomial (s<br />

<strong>ij</strong><br />

s<br />

M<br />

12<br />

i 1 i<br />

<strong>ij</strong><br />

p<br />

1<br />

)<br />

Binomial<br />

X<br />

<strong>ij</strong><br />

disease<br />

w<br />

<strong>ij</strong><br />

|<br />

s<br />

<strong>ij</strong><br />

X<br />

<strong>ij</strong><br />

Fires/<br />

ha<br />

PPT<br />

MaxTemp<br />

% Rural<br />

Sugarcanein<br />

1995<br />

Muni ( Random)


(A)CHILDREN (|z|)<br />

Intercept -8.97 0.05 -185.6 < 2e-16<br />

Fires/km 2 0.19 0.03 7.65 2.0e-14<br />

Max. Temp -0.02 0.03 -0.69 0.49<br />

Precipitation (PPT) -0.07 0.02 -3.03 0.0025<br />

Per. Rural -0.72 0.11 -5.80 6.6e-09<br />

PPT x Max Temp -0.56 0.05 -10.49 < 2e-16<br />

Max. Temp x PPT x Fires/km 2 -0.83 0.14 -5.86 4.7e-09<br />

Sugarcane in 1995 (km 2 ) 0.23 0.08 2.76 0.0057<br />

(B) ELDERLY (>60 YEARS OF AGE<br />

Parameter Estimate Std. Err. z value Pr(>|z|)<br />

Intercept -10.15 0.07 -131.6 < 2e-16<br />

Fires/km 2 0.29 0.05 5.4 6.2e-08<br />

Max. Temp -0.19 0.06 -3.1 0.0017<br />

Precipitation -0.31 0.05 -6.6 4.7e-11<br />

Per. Rural -0.88 0.18 -5.0 5.4e-07<br />

PPT x Max Temp -1.09 0.11 -9.5 < 2e-16<br />

Max. Temp x PPT x Fires/km 2 -0.99 0.32 -3.1 0.0020


ELDERLY PREDICTED /YR<br />

CASES/1,000 INDIVIDUALS<br />

ELDERLY OBSERVED<br />

CHILDREN PREDICTED CHILDREN OBSERVED


Cases per 1,000 individuals/yr<br />

associated with sugarcane burning<br />

ELDERLY<br />

CURRENT FIRE<br />

CHILDREN<br />

CURRENT FIRE<br />

CHILDREN<br />

CHRONIC FIRE


Current:<br />

12%<br />

Current & chronic:<br />

38%<br />

(State 5.4%)<br />

Current:<br />

16%<br />

(State 1.8%)


w <strong>ij</strong><br />

p<br />

Statistical Model: Lung cancer<br />

deaths and hospital admissions<br />

~<br />

w s<br />

logit<br />

Binomial (s<br />

<strong>ij</strong><br />

s<br />

M<br />

12<br />

i 1 i<br />

<strong>ij</strong><br />

p<br />

1<br />

)<br />

Binomial<br />

X<br />

<strong>ij</strong><br />

w<br />

<strong>ij</strong><br />

|<br />

s<br />

X<br />

<strong>ij</strong><br />

<strong>ij</strong><br />

% sugarcanein1993<br />

% Urban<br />

Muni ( Random)


Respiratory cancer deaths and admissions<br />

(1996-2007)<br />

NUMBER OF DEATHS > 40 YRS OLD/10,000 IND./YR<br />

Parameter Estimate Std. Error z value Pr(>|z|)<br />

Intercept -9.9645 0.0787 -126.7 < 2e-16 ***<br />

% sugar 1993 0.2419 0.0641 3.8 0.00016 ***<br />

% urban 2000 0.3069 0.0817 3.8 0.00017 ***<br />

NUMBER OF ADMISSIONS > 40 YRS OLD/10,000 IND./YR<br />

Parameter Estimate Std. Error z value Pr(>|z|)<br />

Intercept -8.1909 0.0991 -82.7 < 2e-16 ***<br />

% sugar 1993 0.1880 0.0489 3.8 0.00012 ***<br />

% urban 2000 0.3338 0.0552 6.0 1.5e-09 ***


% land surface in sugarcane (1993)<br />

Number of deaths per 10,0000/yr<br />

from respiratory cancer<br />

(1997-2007)<br />

% population urban (2000)


Number of deaths > 40 yrs old/yr from<br />

respiratory cancer<br />

per 10,0000 indiv<br />

associated with sugarcane burning<br />

(1997-2007)<br />

35 deaths/yr<br />

153 admissions/yr<br />

Number of deaths > 40 yrs old/yr from<br />

respiratory cancer<br />

per 10,0000 indiv<br />

associated with urban centers<br />

(1997-2007)<br />

448 deaths/yr<br />

2389 admissions/yr


Socio-environmental effects of sugarcane<br />

production<br />

1. What are the spatial links between<br />

sugarcane cultivation, occurrence of<br />

fires, and respiratory health?<br />

2. How can we ameliorate the effects of<br />

sugarcane cultivation on respiratory<br />

health?<br />

• Identify most vulnerable areas<br />

• Identity non-suitable areas


INCREASE IN SUGAR 2003-2007 (KM 2 ) PREDICTED % INCREASE IN FIRES/KM 2<br />

PRED. % INCREASE IN ELDERLY ATTRIB. TO FIRE<br />

PRED. % INCREASE YOUNG CASES ATTRIB. FIRE


Effect of increase in sugarcane from 2003-2007<br />

550 more fires<br />

140-180 more<br />

elderly cases<br />

200-250 more<br />

children cases


Identify areas non-suitable for cultivation<br />

• Identify areas that are not mechanizable (fields<br />

are >12% slope or < 150 ha).<br />

• Exclude areas within 50-500 meter buffer of<br />

rivers & streams.


Hectares of sugarcane to abandon<br />

0 - 700<br />

700.1 - 1,800<br />

1,800.1 - 3,500<br />

3,500.1 - 7,000<br />

7,000.1 - 16,500<br />

0 37.5 75 150 225<br />

Kilometers<br />

300


Summary<br />

• Link between sugarcane, fire, and<br />

respiratory health of children & elderly.<br />

• Identified municipalities that have the<br />

highest incidence of cases attributable to<br />

fire.<br />

• Identified areas that are not suitable for<br />

sugarcane cultivation.<br />

• Overlap & tradeoffs


Other considerations<br />

• Effects on biodiversity.<br />

• Mechanization may reduce the number of<br />

fires but at the expense of jobs.<br />

• Effects of sugarcane processing on water<br />

resources.<br />

• Effects of increased demand for sugar.

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