Submitted:
20 February 2024
Posted:
21 February 2024
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Questionnaire and online survey tools development
2.2. Case definition of small-scale carp farmer
2.3. Study area and farm selection
2.4. Survey implementation
2.5. Data gathering, preparation and analysis
3. Results
3.1. Farmer profile: social and regional perspectives
3.2. Farm characteristics and practices
3.3. Disease incidence and pattern
3.4. Diseases management and treatment
3.5. Factors associated with disease incidence
3.6. Farmers’ observations regarding diseases.
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Characteristics | Region (Number of farms studied) | ||||||
|---|---|---|---|---|---|---|---|
| Barishal (65) | Chittagong (24) | Dhaka (18) | Khulna (44) | Mymenshingh (21) | Jashore (58) |
||
| n (%) or mean (min, max) | p | ||||||
| Farmer age (Years) | 46.0 (25-75) | 50.8 (30-65) | 42.2 (24-65) | 41.5 (23-65) | 42.2 (29-65) | 46.2 (30-70) | 0.008 |
| Farmer education level | |||||||
| No education | 10 (15.2) | 3 (12.5) | 6 (33.3) | 5(11.4) | 4 (19.0) | 7 (12.1) | 0.008 |
| Primary (1-5) | 21 (31.8) | 9 (37.5) | 1 (5.6) | 4 (9.1) | 3 (14.3) | 6 (10.3) | |
| Higher Secondary (6-12) | 28 (42.4) | 11 (45.8) | 8 (44.4) | 26 (59.1) | 11 (52.4) | 33 (56.9) | |
| University (Bachelor/MS/more) | 7 (10.6) | 1 (4.2) | 3 (16.7) | 9 (20.5) | 3 (14.3) | 12 (20.7) | |
| Primary occupation | |||||||
| Agriculture | 10 (15.2) | 9 (37.5) | 1 (5.6) | 5 (11.4) | 0 (0.0) | 1 (1.7) | 0.729 |
| Aquaculture | 37 (56.1) | 3 (12.5) | 16 (88.9) | 33 (75.0) | 16 (76.2) | 39 (67.2) | |
| Business | 6 (9.1) | 7 (29.2) | 1 (5.6) | 2 (4.5) | 4 (19.0) | 10 (17.2) | |
| Job/Service | 12 (18.2) | 4 (16.7) | 0 (0.0) | 3 (6.8) | 1 (4.8) | 7 (12.1) | |
| Others | 1 (1.5) | 1 (4.2) | 0 (0.0) | 1 (2.3) | 0 (0.0) | 1 (1.7) | |
| Secondary occupation | |||||||
| No secondary occupation | 4 (6.1) | 0 (0.0) | 2 (11.1) | 4 (9.1) | 3 (14.3) | 3 (5.2) | 0.428 |
| Agriculture | 9 (13.6) | 0 (0.0) | 4 (22.2) | 13 (29.5) | 4 (19.0) | 20 (34.5) | |
| Aquaculture | 29 (43.9) | 21 (87.5) | 2 (11.1) | 11 (25.0) | 5 (23.8) | 19 (32.8) | |
| Business | 19 (28.8) | 3 (12.5) | 4 (22.2) | 10 (22.7) | 6 (28.6) | 10 (17.2) | |
| Job | 2 (3.0) | 0 (0.0) | 1 (5.6) | 0 (0.0) | 0 (0.0) | 0 (0.0) | |
| Others | 3 (4.5) | 0 (0.0) | 5 (27.8) | 6 (13.6) | 3 (14.3) | 6 (10.3) | |
| Farming experiences (Years) | |||||||
| 1-5 years | 9 (34.6) | 0 (0.0) | 3 (11.5) | 8 (30.8) | 3 (11.5) | 3 (11.5) | 0.004 |
| 6-10 years | 24 (35.3) | 2 (2.9) | 6 (8.8) | 14 (20.6) | 7 (10.3) | 15 (22.1) | |
| 11-15 years | 15 (29.4) | 3 (5.9) | 3 (5.9) | 10 (19.6) | 5 (9.8) | 15 (29.4) | |
| 16-20 years | 14 (35.0) | 5 (12.5) | 2 (5.0) | 6 (15.0) | 3 (7.5) | 10 (25.0) | |
| Above 20 years | 4 (8.7) | 14(30.4) | 4 (8.7) | 6 (13.0) | 3 (6.5) | 15 (32.6) | |
| Total Farm area (Ha) | 0.54 (0.03-1.82) | 0.77 (0.13-1.62) | 0.58 (0.26-1.01) | 0.67 (0.03-2.00) | 0.79 (0.08-1.27) | 0.83 (0.08-1.68) | 0.001 |
| Total water spread area (Ha) | 0.44 (0.02-1.62) | 0.65 (0.01-1.38) | 0.46 (0.18-0.81) | 0.55 (0.02-1.74) | 0.63 (0.07-1.05) | 0.65 (0.06-1.47) | 0.001 |
| Number of ponds in farm | 3 (1-10) | 3 (1-13) | 2 (1-5) | 2 (1-7) | 3 (1-6) | 2 (1-4) | <0.001 |
| Farm type | |||||||
| Perennial | 63 (95.5) | 24 (100) | 18 (100) | 43 (97.7) | 21 (100) | 58(100) | 0.096 |
| Seasonal | 3 (4.5) | 0 (0.0) | 0 (0.0) | 1 (2.3) | 0 (0.0) | 0 (0.0) | |
| Water Sources | |||||||
| Ground water | 7 (10.6) | 24 (100.0) | 2 (11.1) | 18 (40.9) | 20 (95.2) | 48 (82.8) | <0.001 |
| River/canal | 52 (78.8) | 0 (0.0) | 12 (66.7) | 22 (50.0) | 0 (0.0) | 3 (5.2) | |
| Rain | 1 (1.5) | 0 (0.0) | 2 (11.1) | 1 (2.3) | 0 (0.0) | 5 (8.6) | |
| Ground water+River/canal | 6 (9.1) | 0 (0.0) | 0 (0.0) | 0 (0.0) | 1 (4.8) | 2 (3.4) | |
| Rain+Nearby farm | 0 (0.0) | 0 (0.0) | 2 (11.1) | 3 (6.8) | 0 (0.0) | 0 (0.0) | |
| Stocking Species | |||||||
| Carp | 0 (0.0) | 0 (2.6) | 1 (5.6) | 2 (4.5) | 1 (4.8) | 11 (19.0) | 0.673 |
| Carp+Tilapia | 10 (15.2) | 12 (50.0) | 5 (27.8) | 12 (27.3) | 1 (4.8) | 26 (44.8) | |
| Carp+Tilapia+Other freshwater species | 36 (54.5) | 12 (50.0) | 12 (66.7) | 15 (34.1) | 8 (38.1) | 5 (8.6) | |
| Carp+Tilapia+Freshwater species+Brackishwater species | 19 (28.8) | 0 (0.0) | 0 (0.0) | 9 (20.5) | 0 (0.0) | 0 (0.0) | |
| Carp+other freshwater species | 1 (1.5) | 0 (0.0) | 0 (0.0) | 6 (13.6) | 11 (52.4) | 16 (27.6) | |
| Source of fingerlings | |||||||
| Hatchery | 29 (43.9) | 9 (37.5) | 8 (44.4) | 10 (22.7) | 6 (28.6) | 25 (43.1) | 0.504 |
| Nursery | 8 (12.1) | 0 (0.0) | 7 (38.9) | 5 (11.4) | 4 (19.0) | 3 (5.2) | |
| Hatchery+nursery | 11 (16.7) | 15 62.5) | 3 (16.7) | 16 (36.4) | 11 (52.4) | 20(34.5) | |
| Hatchery+incoming water | 17 (25.8) | 0 (0.0) | 0 (0.0) | 10 (22.7) | 0 (0.0) | 5 (8.6) | |
| Others | 1 (1.5) | 0 (0.0) | 0 (0.0) | 3 (6.8) | 0 (0.0) | 5 (8.6) | |
| Stocking density (Number/Ha) | 97810 (2059 - 1235500) | 39495 (5343 - 98840) | 111239 (15444 - 329467) | 105912 (6919 -1445168) | 366756 (3802 -1728635) | 60212 (3756 - 658933) | <0.001 |
| Average % of Carp stocked) | 39.5 (20-85) | 60.1 (20 - 95) | 37.9 (24 - 100) | 38.8 (20 -100) | 38.1 (25 - 100) | 56.6 (20-100) | <0.001 |
| All farms | Reported diseases | |||
|---|---|---|---|---|
| N = 281 | No (N = 136) | Yes (N = 145) | ||
| Variables | n (%) or mean (min, max) | n (%) or mean (95% CI) | P | |
| Region | ||||
| Barishal | 66 (28.6) | 24 (36.4) | 42 (63.6) | <0.001 |
| Chittagong | 24 (10.4) | 1 (4.2) | 23 (95.8) | |
| Dhaka | 18 (7.8) | 9 (50.0) | 9 (50.0) | |
| Khulna | 44 (19.0) | 34 (77.3) | 10 (22.7) | |
| Mymensingh | 21 (9.1) | 16 (76.2) | 5 (23.8) | |
| Jashore | 58 (25.1) | 39 (67.2) | 19 (32.8) | |
| Farmer age | 45 (23-75) | 44 (23-75) | 46 (24-65) | 0.069 |
| Education | ||||
| No education | 35 (15.2) | 21 (60.0) | 14 (40.0) | 0.76 |
| Primary (1-5) | 44(19.0) | 22 (50.0) | 22 (50.0) | |
| Higher secondary (6-12) | 117 (50.6) | 60 (51.3) | 57 (48.7) | |
| University degree | 35 (15.2) | 20 (57.1) | 15 (42.9) | |
| Primary occupation | ||||
| Agriculture | 26 (11.3) | 6 (23.1) | 20 (76.9) | <0.001 |
| Aquaculture | 144 (62.3) | 91 (63.2) | 53 (36.8) | |
| Business | 30 (13.0) | 14 (46.7) | 16 (53.3) | |
| Job | 27 (11.7) | 10 (37.0) | 17 (63.0) | |
| Others | 4 (1.7) | 2 (50.0) | 2 (50.0) | |
| Farming experiences | 15 (1-40) | 13 (1-40) | 16 (2-40) | 0.003 |
| 1-5 years | 26 (11.3) | 20 (76.9) | 6 (23.1) | 0.036 |
| 6-10 years | 68 (29.4) | 40 (58.8) | 28 (41.2) | |
| 11-15 years | 51 (22.1) | 25 (49.0) | 26 (51.0) | |
| 16-20 years | 40 (17.3) | 19 (47.5) | 21 (52.5) | |
| Above 20 years | 46 (19.9) | 19 (41.3) | 27 (58.7) | |
| Farm area (Ha) | 0.69 (0.03-2.0) | 0.65 (0.03-1.82) | 0.73 (0.08-2.00) | 0.211 |
| Nos of pond/farm | 2 (1-13) | 2 (1-7) | 3 (1-13) | <0.001 |
| Source of water | ||||
| Ground water | 119 (51.5) | 69 (58.0) | 50 (42.0) | 0.06 |
| River/canal | 89 (38.5) | 41 (46.1) | 48 (53.9) | |
| Rain | 9 (3.9) | 5 (55.6) | 4 (44.4) | |
| Ground water+River/canal | 9 (3.9) | 3 (33.3) | 6 (66.7) | |
| Rain+Nearby farm | 5 (2.2) | 5 (100.0) | 0 (0.0) | |
| Species stocked | ||||
| Carp species | 15 (6.5) | 11 (73.3) | 4 (26.7) | <0.001 |
| Carp+Tilapia | 66 (28.6) | 29 (43.9) | 37 (56.1) | |
| Carp+Tilapia+Other freshwater species | 88 (38.1) | 54 (61.4) | 34 (38.6) | |
| Carp+Tilapia+Freshwater species+Brackishwater species | 28 (12.1) | 6 (21.4) | 22 (78.6) | |
| Carp+other freshwater species | 34 (14.7) | 23 (67.6) | 11 (32.4) | |
| Fingerling sources | ||||
| Hatchery | 87 (37.7) | 45 (51.7) | 42 (48.3) | 0.038 |
| Nursery | 27 (11.7) | 17 (63.0) | 10 (37.0) | |
| Hatchery+nursery | 76 (32.9) | 44 (57.9) | 32 (42.1) | |
| Hatchery+incoming water | 32 (13.9) | 10 (31.3) | 22 (68.8) | |
| Others | 9 (3.9) | 7 (77.8) | 2 (22.2) | |
| Stocking density | 109351 (2059-1728635) | 134803 (3756-1445168) | 80364 (2059-1728635) | 0.057 |
| Carp % of total stocking | 45.6 (20-100) | 42.2 (20-100) | 49.4 (20-100) | 0.049 |
| Variables | All farms | Reported diseases | ||
|---|---|---|---|---|
| N = 231 | No (N = 123) | Yes (N = 108) | ||
| n (%) or mean (min, max) | n (%) or mean (95% CI) | P | ||
| Biosecurity management during pond preparation | ||||
| Fallow period | ||||
| No fallow period | 23 (10.0) | 18 (78.3) | 5 (21.7) | 0.069 |
| one week | 30 (13.0) | 14 (46.7) | 16 (53.3) | |
| Fortnight | 50 (21.6) | 25 (50.0) | 25 (50.0) | |
| One Month | 56 (24.2) | 25 (44.6) | 31 (555.4) | |
| More than one month | 72 (31.2) | 41 (56.9) | 31 (43.1) | |
| Pond preparation | ||||
| Bleaching+Pond bottom drying+Liming | 10 (4.3) | 10 (100) | 0 (0.0) | <0.001 |
| Pond bottom drying+ploughing+Liming | 25 (10.8) | 19 (76.0) | 6 (24.0) | |
| Pond bottom drying+Liming | 135 (58.4) | 55 (40.7) | 80 (59.3) | |
| Liming | 58 (25.1) | 37 (63.8) | 21 (36.2) | |
| No measures | 3 (1.3) | 2 (66.7) | 1 (33.3) | |
| Biosecurity management followed during stocking | ||||
| Biosecurity practices at stocking | ||||
| Fish transport water discarded off farm+Fish disinfection+Fish health Inspection | 33 (14.3) | 21 (63.6) | 12 (36.4) | 0.010 |
| Fish transport water discarded off farm+Fish health Inspection | 70 (30.3) | 26 (37.1) | 44 (62.9) | |
| Fish Disinfection+Fish health Inspection | 12 (5.2) | 6 (50.0) | 6 (50.0) | |
| Fish transport water discarded off farm+Fish disinfection | 9 (3.9) | 7(77.80 | 2 (22.2) | |
| Fish Disinfection | 17 (7.4) | 8 (47.1) | 9 (52.9) | |
| Fish health inspection | 22 (9.5) | 9 (40.9) | 13 (59.1) | |
| Fish transport water discarded off farm | 21 (9.1) | 15 (71.4) | 6 (28.6) | |
| No action taken | 47 (20.3) | 31 (66.0) | 16 (34.0) | |
| Introduction of new stock with old stock | ||||
| Yes | 157 (68) | 94 (59.9) | 63 (40.1) | 0.005 |
| No | 74 (32) | 29 (39.2) | 45 (60.8) | |
| On Farm general biosecurity Management | ||||
| Farm perimeter fence | ||||
| Yes | 79 (34.2) | 39 (49.4) | 40 (50.6) | 0.408 |
| No | 152 (65.8) | 84 (55.3) | 68 (44.7) | |
| Restriction of entrance for general people | ||||
| Yes | 31 (13.4) | 19 (61.3) | 12 (38.7) | 0.440 |
| No | 200 (86.6) | 104 (52.0) | 96 (48.0) | |
| Restriction of entrance for domestic or other animals | ||||
| Yes | 54 (23.4) | 39 (72.2) | 15 (27.8) | 0.002 |
| No | 177 (76.6) | 84 (47.5) | 93 (52.5) | |
| Shared equipment with other farm/s | ||||
| Yes | 155 (67.1) | 82 (52.9) | 73 (47.1) | 0.889 |
| No | 76 (32.9) | 41 (53.9) | 35 (46.1) | |
| Hired harvester | ||||
| Yes | 223 (96.5) | 120 (53.8) | 103 (46.2) | 0.479 |
| No | 8 (3.5) | 3 (37.5) | 5 (62.5) | |
| Hired harvesting equipment | ||||
| Yes | 223 (96.5) | 119 (53.4) | 104 (46.6) | 0.565 |
| No | 8 (3.5) | 4 (50.0) | 4 (50.0) | |
| Variables | (OR) | 95% CI | p-value | AIC |
|---|---|---|---|---|
| Region | 275.37 | |||
| Barishal | 1 | <0.001 | ||
| Chittagong | 0.0761 | 0.0097-0.5994 | ||
| Dhaka | 1.75 | 0.6116-5.0074 | ||
| Khulna | 5.95 | 2.5046-14.1350 | ||
| Mymensingh | 5.6 | 1.8226-17.2057 | ||
| Jashore | 3.5921 | 1.7085-7.5523 | ||
| Primary occupation | 310.16 | |||
| Agriculture | 1 | <0.001 | ||
| Aquaculture | 5.7233 | 2.1627-15.1455 | ||
| Business | 2.9167 | 0.9138-9.3090 | ||
| Job | 1.9608 | 0.59-6.5168 | ||
| Others | 3.3333 | 0.3837-28.9537 | ||
| Farming experiences | 314.97 | |||
| 1-5 years | 1 | 0.003 | ||
| 6-10 years | 0.429 | 0.153-1.203 | ||
| 11-15 years | 0.288 | 0.099-0.837 | ||
| 16-20 years | 0.271 | 0.09-0.818 | ||
| Above 20 years | 0.211 | 0.071-0.625 | ||
| Nos of pond/farm | <0.001 | 309.68 | ||
| 0-5 | 1 | |||
| 6-10 | 0.2782 | 0.55-1.4088 | ||
| 11-15 | 0 | Undefine | ||
| Species stocked | 307.23 | |||
| Carp species | 1 | <0.001 | ||
| Carp+Tilapia | 0.285 | 0.0822-0.9882 | ||
| Carp+Tilapia+Other freshwater species | 0.5775 | 0.1701-1.9605 | ||
| Carp+Tilapia+Freshwater species+Brackishwater species | 0.0992 | 0.0231-0.4260 | ||
| Carp+other freshwater species | 0.7603 | 0.1969-2.9366 | ||
| Fingerling sources | 318.84 | |||
| Hatchery | 1.5867 | 0.6535-3.8526 | 0.038 | |
| Nursery | 1.2833 | 0.6905-2.3852 | ||
| Hatchery+nursery | 0.4242 | 0.1799-1.0002 | ||
| Hatchery+incoming water | 3.2667 | 0.6421-16.6192 | ||
| Others | ||||
| Carp % of total stocking | 0.049 | 317.55 | ||
| 0-35 | 1 | |||
| 36-70 | 0.233 | 0.1281-0.4238 | ||
| 71-100 | 0.576 | 0.2567-1.2927 | ||
| Biosecurity measures during pond preparation | 299.8 | |||
| Bleaching+Pond bottom drying+Liming | 0 | Undefine | <0.001 | |
| Pond bottom drying+ploughing+Liming | 0 | Undefine | ||
| Pond bottom drying+Liming | 0 | Undefine | ||
| Liming | 0 | Undefine | ||
| No measures | 0 | Undefine | ||
| Biosecurity practices at stocking | 316.48 | |||
| Fish transport water discarded off farm+Fish disinfection+Fish health Inspection | 1 | 0.01 | ||
| Fish transport water discarded off farm+Fish health Inspection | 0.3377 | 0.1430-0.7973 | ||
| Fish Disinfection+Fish health Inspection | 0.5714 | 0.1503-2.1725 | ||
| Fish transport water discarded off farm+Fish disinfection | 2 | 0.3567-11.2154 | ||
| Fish Disinfection | 0.5079 | 0.1549-1.6654 | ||
| Fish health inspection | 0.3956 | 0.1308-1.1968 | ||
| Fish transport water discarded off farm | 1.4286 | 0.4377-4.6630 | ||
| No action taken | 1.1071 | 0.4363-2.8094 | ||
| Introduction of new stock with old stock | 0.4319 | 0.2454-0.7602 | 0.005 | 314.59 |
| Restriction of entrance for domestic or other animals | 0.3474 | 0.1787-0.6752 | 0.002 | 312.73 |
| Multivariable, final model | Estimate | Std. error | z value | Pr (>|z|) | Significant level1 | AIC |
|---|---|---|---|---|---|---|
| (Intercept) | -1.79E+01 | 1.12E+03 | -0.016 | 0.987252 | 243.39 | |
| Region: Chittagong | 2.18E+00 | 1.16E+00 | 1.872 | 0.061192 | ||
| Region: Dhaka | 5.32E-03 | 6.65E-01 | 0.008 | 0.993615 | ||
| Region: Jashore | -1.74E+00 | 6.34E-01 | -2.747 | 0.006009 | ** | |
| Region: Khulna | -2.73E+00 | 7.01E-01 | -3.901 | 9.59E-05 | *** | |
| Region: Mymensingh | -1.88E+00 | 7.71E-01 | -2.437 | 0.014816 | * | |
| Farming Experiences (yr.) | 4.87E-02 | 2.48E-02 | 1.961 | 0.04988 | * | |
| Stocking spp: Carp+Other freshwater spp. | 2.28E+00 | 1.01E+00 | 2.259 | 0.023856 | * | |
| Stocking spp: Carp+Tilapia | 2.37E+00 | 9.47E-01 | 2.505 | 0.012242 | * | |
| Stocking spp: Carp+Tilapia+ Freshwater spp.+Brackishwater spp. | 4.58E+00 | 1.33E+00 | 3.453 | 0.000554 | *** | |
| Stocking spp: Carp+Tilapia+Other freshwater spp. | 8.63E-01 | 1.03E+00 | 0.845 | 0.397954 | ||
| Avg. Percentage of Carp Stocked | 2.85E-02 | 1.18E-02 | 2.413 | 0.015838 | * | |
| Pond Prep. Biosecurity: Liming | 1.62E+01 | 1.12E+03 | 0.014 | 0.988446 | ||
| Pond Prep. Biosecurity: No action | 1.50E+01 | 1.12E+03 | 0.013 | 0.989279 | ||
| Pond Prep. Biosecurity:Drying+Liming | 1.72E+01 | 1.12E+03 | 0.015 | 0.98772 | ||
| Pond Prep. Biosecurity:Drying+Liming+Plowing | 1.62E+01 | 1.12E+03 | 0.014 | 0.98847 | ||
| Biosecurity at Stocking: Fish disinfection+Fish health inspection | -9.73E-01 | 9.84E-01 | -0.989 | 0.322713 | ||
| Biosecurity at Stocking: Fish health inspection | -9.50E-01 | 8.57E-01 | -1.109 | 0.267501 | ||
| Biosecurity at Stocking: Transport water discarded off farm | -1.23E+00 | 8.70E-01 | -1.415 | 0.156963 | ||
| Biosecurity at Stocking: Transport water discarded off farm+Fish disinfection | -2.57E+00 | 1.11E+00 | -2.307 | 0.021028 | * | |
| Biosecurity at Stocking: Transport water discarded off farm+Fish disinfection+Fish health inspection | -2.67E+00 | 8.63E-01 | -3.092 | 0.001987 | ** | |
| Biosecurity at Stocking: Transport water discarded off farm | -1.83E+00 | 7.80E-01 | -2.35 | 0.018794 | * | |
| Biosecurity at Stocking: No action | -2.07E+00 | 7.81E-01 | -2.65 | 0.008049 | ** | |
| Restriction of entrance for domestic or other animals | -3.78E-01 | 4.30E-01 | -0.88 | 0.378658 |
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