Please use this identifier to cite or link to this item: http://cmuir.cmu.ac.th/jspui/handle/6653943832/73569
Full metadata record
DC FieldValueLanguage
dc.contributor.advisorVeerasak Punyapornwithaya-
dc.contributor.advisorKannika Na Lampang-
dc.contributor.advisorWarangkhana Chaisowwong-
dc.contributor.authorSalvador, Roderick Toqueroen_US
dc.date.accessioned2022-07-08T09:56:41Z-
dc.date.available2022-07-08T09:56:41Z-
dc.date.issued2020-10-
dc.identifier.urihttp://cmuir.cmu.ac.th/jspui/handle/6653943832/73569-
dc.description.abstractThe Philippines confirmed its first epidemic of Highly Pathogenic Avian Influenza (HPAI) on August 11, 2017. It ended in November of 2017. Despite the successful management of the epidemic, re-emergence is a continuous threat. The objectives of this study were to conduct a mathematical model to assess the spatial transmission of HPAI among poultry farms in Central Luzon and to create a risk map based on the reproduction number (R0) of each poultry farm. Different control strategies and the current government protocol of 1 km radius pre-emptive culling (PEC) from infected farms were evaluated. The alternative strategies include 0.5km PEC, 1.5km PEC, 2 km PEC, 2.5 km PEC, and 3 km PEC, no pre-emptive culling (NPEC). The NPEC scenario was further modelled with a time of government notification set at 24hours, 48 hours, and 72 hours after the detection. Disease spread scenarios under each strategy were generated using an SEIR (susceptible-exposed-infectious-removed) stochastic model. A spatial transmission kernel was calculated and used to represent all potential routes of infection between farms. We assumed that the latent period occurs between 1-2 days, disease detection at 5-7 days post-infection, notification of authorities at 5-7 days post-detection and start of culling at 1-3 days post notification. The epidemic scenarios were compared based on the number of infected farms, the total number of culled farms, and the duration of the epidemic. A risk map has been created based on the calculated Ri. There were 882 (76.63%) farms with 𝑅0< 1. Farms with 𝑅0 â‰Ĩ1 were all located in Pampanga Province. These farms were concentrated in the towns of San Luis (n= 12) and Candaba (n= 257). Our results revealed that the current protocol is the best option compared with the other alternative interventions considered among farms with 𝑅0â‰Ĩ 1. Shortening the culling radius to 0.5 km increased the duration of the epidemic. Further increase in the PEC zone decreased the duration of the epidemic but may not justify the increased number of farms to be culled. Nonetheless, the no-pre-emptive culling (NPEC) strategy can be an effective alternative to the current protocol if farm managers inform the government immediately within 24 hours of observation of the presence of HPAI in their farms. Moreover, if notification is made on days 1-3 after the detection, the scale and length of the outbreak have been significantly reduced. In conclusion, this study provided a comparison of various control measures for confronting the spread of HPAI infection using the simulation model. Policy makers can use this information to enhance the effectiveness of the current control strategy.en_US
dc.language.isoenen_US
dc.publisherāđ€āļŠāļĩāļĒāļ‡āđƒāļŦāļĄāđˆ : āļšāļąāļ“āļ‘āļīāļ•āļ§āļīāļ—āļĒāļēāļĨāļąāļĒ āļĄāļŦāļēāļ§āļīāļ—āļĒāļēāļĨāļąāļĒāđ€āļŠāļĩāļĒāļ‡āđƒāļŦāļĄāđˆen_US
dc.titleModeling the spatial transmission and control of highly pathogenic avian influenza (H5N6) among poultry farms in Central Luzon, the Philippinesen_US
dc.title.alternativeāđāļšāļšāļˆāļģāļĨāļ­āļ‡āļāļēāļĢāđāļžāļĢāđˆāļāļĢāļ°āļˆāļēāļĒāđ€āļŠāļīāļ‡āļžāļ·āđ‰āļ™āļ—āļĩāđˆāđāļĨāļ°āļāļēāļĢāļ„āļ§āļšāļ„āļļāļĄāļāļēāļĢāđāļžāļĢāđˆāļĢāļ°āļšāļēāļ”āļ‚āļ­āļ‡āđ€āļŠāļ·āđ‰āļ­āđ„āļ‚āđ‰āļŦāļ§āļąāļ”āļ™āļāļŠāļ™āļīāļ”āļ—āļĩāđˆāļāđˆāļ­āđ‚āļĢāļ„āļĢāļļāļ™āđāļĢāļ‡ (āđ€āļ­āđ‡āļŠ 5 āđ€āļ­āđ‡āļ™6) āđƒāļ™āļŸāļēāļĢāđŒāļĄāļŠāļąāļ•āļ§āđŒāļ›āļĩāļāđƒāļ™āļĨāļđāļ‹āļ­āļ™āļāļĨāļēāļ‡ āļ›āļĢāļ°āđ€āļ—āļĻāļŸāļīāļĨāļīāļ›āļ›āļīāļ™āļŠāđŒen_US
dc.typeThesis
thailis.controlvocab.thashAvian influenza-
thailis.controlvocab.thashPoultry -- Virus diseases-
thailis.controlvocab.thashEpidemics-
thesis.degreedoctoralen_US
thesis.description.thaiAbstractāļāļēāļĢāļĒāļ·āļ™āļĒāļąāļ™āļāļēāļĢāđ€āļāļīāļ”āđ‚āļĢāļ„āļĢāļ°āļšāļēāļ”āđ„āļ‚āđ‰āļŦāļ§āļąāļ”āļŠāļąāļ•āļ§āđŒāļ›āļĩāļāļŠāļ™āļīāļ”āļĢāļļāļ™āđāļĢāļ‡ (HPAI) āļ„āļĢāļąāđ‰āļ‡āđāļĢāļāđƒāļ™āļ›āļĢāļ°āđ€āļ—āļĻ āļŸāļīāļĨāļīāļ›āļ›āļīāļ™āļŠāđŒāđ€āļāļīāļ”āļ‚āļķāđ‰āļ™āđƒāļ™āļ§āļąāļ™āļ—āļĩāđˆ 11 āļŠāļīāļ‡āļŦāļēāļ„āļĄ 2017 āđāļĨāļ°āļāļēāļĢāļĢāļ°āļšāļēāļ”āļŠāļīāđ‰āļ™āļŠāļļāļ”āļĨāļ‡āđƒāļ™āđ€āļ”āļ·āļ­āļ™āļžāļĪāļˆāļīāļāļēāļĒāļ™ āļ—āļąāđ‰āļ‡āļ—āļĩāđˆāļŠāļēāļĄāļēāļĢāļ– āļˆāļąāļ”āļāļēāļĢāļāļēāļĢāļĢāļ°āļšāļēāļ”āđ„āļ”āđ‰āļāļēāļĢāļ­āļļāļšāļąāļ•āļīāļ‹āđ‰āļģāļĒāļąāļ‡āļ„āļ‡āđ€āļ›āđ‡āļ™āļ„āļ§āļēāļĄāđ€āļŠāļĩāđˆāļĒāļ‡ āļāļēāļĢāļĻāļķāļāļĐāļēāļ„āļĢāļąāđ‰āļ‡āļ™āļĩāđ‰āļĄāļĩāļ§āļąāļ•āļ–āļļāļ›āļĢāļ°āļŠāļ‡āļ„āđŒāđ€āļžāļ·āđˆāļ­āļŠāļĢāđ‰āļēāļ‡ āđāļšāļšāļˆāļģāļĨāļ­āļ‡āļ—āļēāļ‡āļ„āļ“āļīāļ•āļĻāļēāļŠāļ•āļĢāđŒāđ€āļžāļ·āđˆāļ­āļ›āļĢāļ°āđ€āļĄāļīāļ™āļāļēāļĢāđāļžāļĢāđˆāļĢāļ°āļšāļēāļ”āļ‚āļ­āļ‡āđ‚āļĢāļ„āđ„āļ‚āđ‰āļŦāļ§āļąāļ”āļŠāļąāļ•āļ§āđŒāļ›āļĩāļāļŠāļ™āļīāļ”āļĢāļļāļ™āđāļĢāļ‡āđƒāļ™āļŸāļēāļĢāđŒāļĄ āļŠāļąāļ•āļ§āđŒāļ›āļĩāļāļ•āļ­āļ™āļāļĨāļēāļ‡āļ‚āļ­āļ‡āļĨāļđāļ‹āļ­āļ™āđāļĨāļ°āļŠāļĢāđ‰āļēāļ‡āđāļœāļ™āļ—āļĩāđˆāļ„āļ§āļēāļĄāđ€āļŠāļĩāđˆāļĒāļ‡āļˆāļēāļāļ„āđˆāļēāļĢāļ°āļ”āļąāļšāļāļēāļĢāļ•āļīāļ”āđ€āļŠāļ·āđ‰āļ­āļˆāļēāļāļŸāļēāļĢāđŒāļĄāļŠāļąāļ•āļ§āđŒāļ›āļĩāļāđāļ•āđˆāļĨāļ° āļŸāļēāļĢāđŒāļĄ āļāļĨāļĒāļļāļ—āļ˜āđŒāļāļēāļĢāļ„āļ§āļšāļ„āļļāļĄāđ‚āļĢāļ„āđāļšāļšāļ•āđˆāļēāļ‡ āđ†āđāļĨāļ°āđāļœāļ™āļ›āļāļīāļšāļąāļ•āļīāļ•āļīāļ‡āļēāļ™āļ›āļąāļˆāļˆāļļāļšāļąāļ™āļ‚āļ­āļ‡āļĢāļąāļāļšāļēāļĨāļ—āļĩāđˆāļāļēāļŦāļ™āļ”āđƒāļŦāđ‰āļĄāļĩāļāļēāļĢ āļ„āļąāļ”āļ—āļīāđ‰āļ‡āļ‚āļ­āļ‡āļŠāļąāļ•āļ§āđŒāļ›āļĩāļāđƒāļ™āļĢāļąāļĻāļĄāļĩ 1 āļāļīāđ‚āļĨāđ€āļĄāļ•āļĢāļˆāļēāļāļŸāļēāļĢāđŒāļĄāļ—āļĩāđˆāđ€āļāļīāļ”āđ‚āļĢāļ„āļ–āļđāļāļ™āļēāļĄāļēāļ›āļĢāļ°āđ€āļĄāļīāļ™ āļāļĨāļĒāļļāļ—āļ˜āđŒāļ—āļĩāđˆāļ­āļēāļˆāļˆāļ°āļ™āļēāļĄāļē āđ€āļĨāļ·āļ­āļāđƒāļŠāđ‰āđ„āļ”āđ‰āđāļāđˆāļāļēāļĢāļ„āļąāļ”āļ—āļīāđ‰āļ‡āļ—āļĩāđˆāļĢāļąāļĻāļĄāļĩ 0.5, 1.5, 2 , 2.5 āđāļĨāļ° 3 āļāļīāđ‚āļĨāđ€āļĄāļ•āļĢāđāļĨāļ°āļāļēāļĢāđ„āļĄāđˆāļ„āļąāļ”āļ—āļīāđ‰āļ‡āđ€āļĨāļĒ (NPEC) āļāļēāļĢāđ„āļĄāđˆ āļ„āļąāļ”āļ—āļīāđ‰āļ‡āđ€āļĨāļĒāļ–āļđāļāļ™āļēāļĄāļēāđ€āļ‚āđ‰āļēāđāļšāļšāļˆāļēāļĨāļ­āļ‡āļāļąāļšāļĢāļ°āļĒāļ°āđ€āļ§āļĨāļēāļ—āļĩāđˆāļ—āļēāļ‡āļĢāļąāļāļšāļēāļĨāļāļēāļŦāļ™āļ”āđ„āļ§āđ‰āļ—āļĩāđˆ 24, 48 āđāļĨāļ°72 āļŠāļąāđˆāļ§āđ‚āļĄāļ‡āļŦāļĨāļąāļ‡āļˆāļēāļ āļ•āļĢāļ§āļˆāļžāļšāđ‚āļĢāļ„āđāļœāļ™āļāļēāļĢāļāļĢāļ°āļˆāļēāļĒāđ‚āļĢāļ„āļ āļēāļĒāđƒāļ•āđ‰āļāļĨāļĒāļļāļ—āļ˜āđŒāļ–āļđāļāļŠāļĢāđ‰āļēāļ‡āļ‚āļķāđ‰āļ™āđ‚āļ”āļĒāđƒāļŠāđ‰āđāļšāļšāļˆāļģāļĨāļ­āļ‡āđ€āļŠāļīāļ‡āļŠāļļāđˆāļĄ SEIR (āđ„āļ§āļ•āđˆāļ­ āļāļēāļĢāļ•āļīāļ”āđ€āļŠāļ·āđ‰āļ­ āđ„āļ”āđ‰āļĢāļąāļšāđ€āļŠāļ·āđ‰āļ­ āļ•āļīāļ”āđ€āļŠāļ·āđ‰āļ­ āđāļĨāļ°āļ„āļąāļ”āļ­āļ­āļ) āļāļēāļĢāļ—āļģāļ„āļģāļ™āļ§āļ“āļ„āđˆāļēāļāļēāļĢāļāļĢāļ°āļˆāļēāļĒāđ€āļŠāļīāļ‡āļžāļ·āđ‰āļ™āļ—āļĩāđˆāđ€āļ„āļ­āļĢāđŒāđ€āļ™āļĨāđāļĨāļ°āđƒāļŠāđ‰ āļ™āļēāđ€āļŠāļ™āļ­āđ€āļŠāđ‰āļ™āļ—āļēāļ‡āļ—āļĩāđˆāļĄāļĩāđ‚āļ­āļāļēāļŠāđ€āļŠāļĩāđˆāļĒāļ‡āļ•āđˆāļ­āļāļēāļĢāļĢāļ°āļšāļēāļ”āļˆāļēāļāļŸāļēāļĢāđŒāļĄāļŠāļđāđˆāļŸāļēāļĢāđŒāļĄ āļāļēāļŦāļ™āļ”āđƒāļŦāđ‰āļĢāļ°āļĒāļ°āļŸāļąāļāļ•āļąāļ§āļ‚āļ­āļ‡āđ‚āļĢāļ„āļ­āļĒāļđāđˆ āđƒāļ™āļŠāđˆāļ§āļ‡ 1-2 āļ§āļąāļ™ āļĢāļ°āļĒāļ°āļ—āļĩāđˆāļˆāļ°āļ•āļĢāļ§āļˆāļžāļšāđ‚āļĢāļ„āļ­āļĒāļđāđˆāđƒāļ™āļŠāđˆāļ§āļ‡ 5-7 āļ§āļąāļ™āļŦāļĨāļąāļ‡āļĄāļĩāļāļēāļĢāļ•āļīāđ€āļ”āđ€āļŠāļ·āđ‰āļ­ āđƒāļŠāđ‰āđ€āļ§āļĨāļēāļŦāļĨāļąāļ‡āļˆāļēāļāļžāļšāđ‚āļĢāļ„āđāļĨāļ°āđāļˆāđ‰āļ‡āđ„āļ›āļĒāļąāļ‡āļœāļđāđ‰āļĄāļĩāļ­āļēāļ™āļēāļˆ 5-7 āļ§āļąāļ™āđāļĨāļ°āđ€āļĢāļīāđˆāļĄāļ—āļēāļāļēāļĢāļ„āļąāļ”āļ—āļīāđ‰āļ‡āļŠāđˆāļ§āļ‡ 1-3 āļ§āļąāļ™āļŦāļĨāļąāļ‡āļˆāļēāļāđ„āļ”āđ‰āļĢāļąāļšāđāļˆāđ‰āļ‡āđ€āļ›āļĢāļĩāļĒāļšāđ€āļ—āļĩāļĒāļš āđāļœāļ™āļāļēāļĢāļ—āļēāļ‡āļĢāļ°āļšāļēāļ”āļˆāļēāļāļˆāļģāļ™āļ§āļ™āļŸāļēāļĢāđŒāļĄāļ—āļĩāđˆāļ•āļīāļ”āđ€āļŠāļ·āđ‰āļ­ āļˆāļģāļ™āļ§āļ™āļŸāļēāļĢāđŒāļĄāļ—āļĩāđˆāļĄāļĩāļāļēāļĢāļ„āļąāļ”āļ—āļīāđ‰āļ‡āđāļĨāļ°āļĢāļ°āļĒāļ°āđ€āļ§āļĨāļēāļāļēāļĢāļĢāļ°āļšāļēāļ” āđāļœāļ™āļ—āļĩāđˆāļ„āļ§āļēāļĄāđ€āļŠāļĩāđˆāļĒāļ‡āļ–āļđāļāļŠāļĢāđ‰āļēāļ‡āļŠāļĢāđ‰āļēāļ‡āļˆāļēāļāļāļēāļĢāļ„āļģāļ™āļ§āļ“āļ„āđˆāļēāļĢāļ°āļ”āļąāļšāļāļēāļĢāļ•āļīāļ”āđ€āļŠāļ·āđ‰āļ­ Ri āļĄāļĩāļŸāļēāļĢāđŒāļĄāļˆāļģāļ™āļ§āļ™ 882 (76.63%) āļŸāļēāļĢāđŒāļĄāļ—āļĩāđˆāļĄāļĩāļ„āđˆāļē Ri āļ™āđ‰āļ­āļĒāļāļ§āđˆāļē 1 āļŸāļēāļĢāđŒāļĄāļ—āļĩāđˆāļĄāļĩāļ„āđˆāļē Ri āđ€āļ—āđˆāļēāļāļąāļšāļŦāļĢāļ·āļ­āļĄāļēāļāļāļ§āđˆāļē 1 āļ•āļąāđ‰āļ‡āļ­āļĒāļđāđˆāđƒāļ™āļˆāļąāļ‡āļŦāļ§āļąāļ”āđāļ›āļĄāļ›āļąāļ™āļāļē āļŸāļēāļĢāđŒāļĄāđ€āļŦāļĨāđˆāļēāļ™āļĩāđ‰āļāļĢāļ°āļˆāļļāļāļ•āļąāļ§āļŦāļ™āļēāđāļ™āđˆāļ™āđƒāļ™āđ€āļĄāļ·āļ­āļ‡āļ‹āļēāļ™āļŦāļĨāļļāļĒ (n= 12) āđāļĨāļ° āđāļ„āļ™āļ”āļēāļšāļē (n= 257) āļœāļĨāļāļēāļĢāļĻāļķāļāļĐāļēāļžāļšāļ§āđˆāļē āđāļœāļ™āļ›āļāļīāļšāļąāļ•āļīāļ•āļīāļāļēāļĢāļ›āļąāļˆāļˆāļļāļšāļąāļ™āđ€āļ›āđ‡āļ™āļ—āļēāļ‡āđ€āļĨāļ·āļ­āļāļ—āļĩāđˆāļ”āļĩāļ—āļĩāđˆāļŠāļļāļ”āđ€āļĄāļ·āđˆāļ­āđ€āļ—āļĩāļĒāļšāļāļąāļšāđāļœāļ™āļ—āļēāļ‡āđ€āļĨāļ·āļ­āļāļ­āļ·āđˆāļ™āđ† āđƒāļ™āļŸāļēāļĢāđŒāļĄāļ—āļĩāđˆāļĄāļĩāļ„āđˆāļē Ri āļĄāļēāļāļāļ§āđˆāļēāļŦāļĢāļ·āļ­āđ€āļ—āđˆāļēāļāļąāļš 1 āļāļēāļĢāļĨāļ”āļĢāļ°āļĒāļ°āļāļēāļĢāļ„āļąāļ”āļ—āļīāđ‰āļ‡āđ€āļŦāļĨāļ·āļ­āļ—āļĩāđˆāļĢāļąāļĻāļĄāļĩ 0.5 āļāļīāđ‚āļĨāđ€āļĄāļ•āļĢāļˆāļ°āđ€āļžāļīāđˆāļĄāļĢāļ°āļĒāļ°āđ€āļ§āļĨāļēāļāļēāļĢāļĢāļ°āļšāļēāļ” āļ‚āļ­āļ‡āđ‚āļĢāļ„āđāļ•āđˆāļ­āļēāļˆāļˆāļ°āđ„āļĄāđˆāļŠāđˆāļ‡āļœāļĨāļ•āđˆāļ­āļāļēāļĢāđ€āļžāļīāđˆāļĄāļˆāļģāļ™āļ§āļ™āļ‚āļ­āļ‡āļŸāļēāļĢāđŒāļĄāļ—āļĩāđˆāļˆāļ°āļ–āļđāļāļ„āļąāļ”āļ—āļīāđ‰āļ‡āļ–āļķāļ‡āļāļĢāļ°āļ™āļąāđ‰āļ™āļāđ‡āļ•āļēāļĄāļāļēāļĢāđ„āļĄāđˆāļ„āļąāļ”āļ—āļīāđ‰āļ‡āđ€āļĨāļĒ āļ­āļēāļˆāļˆāļ°āđ€āļ›āđ‡āļ™āļ—āļēāļ‡āđ€āļĨāļ·āļ­āļāļ—āļĩāđˆāļĄāļĩāļ›āļĢāļ°āļŠāļīāļ—āļ˜āļīāļ āļēāļžāļŠāļģāļŦāļĢāļąāļšāđāļœāļ™āļ›āļāļīāļšāļąāļ•āļīāļ•āļīāļāļēāļĢāļ›āļąāļˆāļˆāļļāļšāļąāļ™āļ–āđ‰āļēāļœāļđāđ‰āļˆāļąāļ”āļāļēāļĢāļŸāļēāļĢāđŒāļĄāļĄāļĩāđāļˆāđ‰āļ‡āļāļēāļĢ āļĢāļ°āļšāļēāļ”āļ āļēāļĒāđƒāļ™ 24 āļŠāļąāđˆāļ§āđ‚āļĄāļ‡āļŦāļĨāļąāļ‡āļˆāļēāļāļžāļšāđ‚āļĢāļ„āđ„āļ‚āđ‰āļŦāļ§āļąāļ”āļŠāļąāļ•āļ§āđŒāļ›āļĩāļāļŠāļ™āļīāļ”āļĢāļļāļ™āđāļĢāļ‡āđƒāļ™āļŸāļēāļĢāđŒāļĄ āļ™āļ­āļāļˆāļēāļāļ™āļĩāđ‰āļŦāļēāļāđāļˆāđ‰āļ‡āļāļēāļĢ āļĢāļ°āļšāļēāļ”āļ‚āļ­āļ‡āđ‚āļĢāļ„āļ āļēāļĒāđƒāļ™ 1-3 āļ§āļąāļ™āļŦāļĨāļąāļ‡āļˆāļēāļāļ•āļĢāļ§āļˆāļžāļšāđ‚āļĢāļ„ āļ‚āļ™āļēāļ”āđāļĨāļ°āļĢāļ°āļĒāļ°āđ€āļ§āļĨāļēāļ‚āļ­āļ‡āļāļēāļĢāļĢāļ°āļšāļēāļ”āļˆāļ°āļĨāļ”āļĨāļ‡āļ­āļĒāđˆāļēāļ‡ āļĄāļĩāļ™āļąāļĒāļŠāļģāļ„āļąāļ āđ‚āļ”āļĒāļŠāļĢāļļāļ›āļāļēāļĢāļĻāļķāļāļĐāļēāļ™āļĩāđ‰āđ„āļ”āđ‰āđ€āļŠāļ™āļ­āļœāļĨāļāļēāļĢāđ€āļ›āļĢāļĩāļĒāļšāđ€āļ—āļĩāļĒāļšāđāļœāļ™āļāļēāļĢāļ„āļ§āļšāļ„āļļāļĄāđ‚āļĢāļ„āđāļšāļšāļ•āđˆāļēāļ‡āđ†āđ€āļžāļ·āđˆāļ­āļ„āļļāļĄ āļāļēāļĢāđāļžāļĢāđˆāļāļĢāļ°āļˆāļēāļĒāļ‚āļ­āļ‡āđ‚āļĢāļ„āđ„āļ‚āđ‰āļŦāļ§āļąāļ”āļŠāļąāļ•āļ§āđŒāļ›āļĩāļāļŠāļ™āļīāļ”āļĢāļļāļ™āđāļĢāļ‡āđ‚āļ”āļĒāđƒāļŠāđ‰āđāļšāļšāļˆāļģāļĨāļ­āļ‡āļ—āļēāļ‡āļĢāļ°āļšāļēāļ” āļœāļđāđ‰āļāļģāļŦāļ™āļ”āļ™āđ‚āļĒāļšāļēāļĒ āļŠāļēāļĄāļēāļĢāļ–āļ™āļģāļ‚āđ‰āļ­āļŠāļēāļĢāļŠāļ™āđ€āļ—āļĻāļ™āļĩāđ‰āđ„āļ›āđ€āļžāļīāđˆāļĄāļ›āļĢāļ°āļŠāļīāļ—āļ˜āļīāļ āļēāļžāđƒāļŦāđ‰āļāļąāļšāļāļĨāļĒāļļāļ—āļ˜āđŒāđƒāļ™āļāļēāļĢāļ„āļ§āļšāļ„āļļāļĄāđ‚āļĢāļ„āđƒāļ™āļ›āļąāļˆāļˆāļļāļšāļąāļ™en_US
Appears in Collections:VET: Theses

Files in This Item:
File Description SizeFormat 
601455801 RODERICK SALVADOR.pdf3.11 MBAdobe PDFView/Open    Request a copy


Items in CMUIR are protected by copyright, with all rights reserved, unless otherwise indicated.