{"id":"https://openalex.org/W7166453201","doi":"https://doi.org/10.65166/z96vbj06","title":"Artificial Intelligence Preparedness and Perceived Challenges in Soil-Transmitted Helminth Identification among Medical Technologists in Metro Manila","display_name":"Artificial Intelligence Preparedness and Perceived Challenges in Soil-Transmitted Helminth Identification among Medical Technologists in Metro Manila","publication_year":2026,"publication_date":"2026-06-28","ids":{"openalex":"https://openalex.org/W7166453201","doi":"https://doi.org/10.65166/z96vbj06"},"language":"en","primary_location":{"id":"doi:10.65166/z96vbj06","doi":"https://doi.org/10.65166/z96vbj06","is_oa":true,"landing_page_url":"https://doi.org/10.65166/z96vbj06","pdf_url":"https://journal.ijhba.com/index.php/ijhba/article/download/164/152","source":{"id":"https://openalex.org/S5407055336","display_name":"International Journal of Health & Business Analytics","issn_l":"3116-2649","issn":["3116-2649"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Health &amp; Business Analytics","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://journal.ijhba.com/index.php/ijhba/article/download/164/152","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5139537756","display_name":"Marielle Jane R. Fernandez","orcid":"https://orcid.org/0009-0003-5821-3666","observed_orcids":["https://orcid.org/0009-0003-5821-3666"]},"institutions":[{"id":"https://openalex.org/I3131806991","display_name":"Centro Escolar University","ror":"https://ror.org/04janbd12","country_code":"PH","type":"education","lineage":["https://openalex.org/I3131806991"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Marielle Jane R. Fernandez","raw_affiliation_strings":["Centro Escolar University Manila"],"raw_orcid":"https://orcid.org/0009-0003-5821-3666","affiliations":[{"raw_affiliation_string":"Centro Escolar University Manila","institution_ids":["https://openalex.org/I3131806991"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139517284","display_name":"Fatima Zahra H. Balahim","orcid":"https://orcid.org/0009-0003-9568-9014","observed_orcids":["https://orcid.org/0009-0003-9568-9014"]},"institutions":[{"id":"https://openalex.org/I3131806991","display_name":"Centro Escolar University","ror":"https://ror.org/04janbd12","country_code":"PH","type":"education","lineage":["https://openalex.org/I3131806991"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Fatima Zahra H. Balahim","raw_affiliation_strings":["Centro Escolar University Manila"],"raw_orcid":"https://orcid.org/0009-0003-9568-9014","affiliations":[{"raw_affiliation_string":"Centro Escolar University Manila","institution_ids":["https://openalex.org/I3131806991"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139528185","display_name":"Princess Emerald S. Catipay","orcid":"https://orcid.org/0009-0003-4414-4591","observed_orcids":["https://orcid.org/0009-0003-4414-4591"]},"institutions":[{"id":"https://openalex.org/I3131806991","display_name":"Centro Escolar University","ror":"https://ror.org/04janbd12","country_code":"PH","type":"education","lineage":["https://openalex.org/I3131806991"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Princess Emerald S. Catipay","raw_affiliation_strings":["Centro Escolar University Manila"],"raw_orcid":"https://orcid.org/0009-0003-4414-4591","affiliations":[{"raw_affiliation_string":"Centro Escolar University Manila","institution_ids":["https://openalex.org/I3131806991"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139531704","display_name":"Francis Philip Y. Dacillo","orcid":"https://orcid.org/0009-0009-0962-8471","observed_orcids":["https://orcid.org/0009-0009-0962-8471"]},"institutions":[{"id":"https://openalex.org/I3131806991","display_name":"Centro Escolar University","ror":"https://ror.org/04janbd12","country_code":"PH","type":"education","lineage":["https://openalex.org/I3131806991"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Francis Philip Y. Dacillo","raw_affiliation_strings":["Centro Escolar University Manila"],"raw_orcid":"https://orcid.org/0009-0009-0962-8471","affiliations":[{"raw_affiliation_string":"Centro Escolar University Manila","institution_ids":["https://openalex.org/I3131806991"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139532295","display_name":"Geraldine T. Dela Cruz","orcid":"https://orcid.org/0009-0004-8442-0551","observed_orcids":["https://orcid.org/0009-0004-8442-0551"]},"institutions":[{"id":"https://openalex.org/I3131806991","display_name":"Centro Escolar University","ror":"https://ror.org/04janbd12","country_code":"PH","type":"education","lineage":["https://openalex.org/I3131806991"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Geraldine T. Dela Cruz","raw_affiliation_strings":["Centro Escolar University Manila"],"raw_orcid":"https://orcid.org/0009-0004-8442-0551","affiliations":[{"raw_affiliation_string":"Centro Escolar University Manila","institution_ids":["https://openalex.org/I3131806991"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139522369","display_name":"Jheammy R. Eustaquio","orcid":"https://orcid.org/0009-0000-1976-5562","observed_orcids":["https://orcid.org/0009-0000-1976-5562"]},"institutions":[{"id":"https://openalex.org/I3131806991","display_name":"Centro Escolar University","ror":"https://ror.org/04janbd12","country_code":"PH","type":"education","lineage":["https://openalex.org/I3131806991"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Jheammy R. Eustaquio","raw_affiliation_strings":["Centro Escolar University Manila"],"raw_orcid":"https://orcid.org/0009-0000-1976-5562","affiliations":[{"raw_affiliation_string":"Centro Escolar University Manila","institution_ids":["https://openalex.org/I3131806991"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139514523","display_name":"Jeaneil P. Zerrudo","orcid":"https://orcid.org/0009-0003-1472-0287","observed_orcids":["https://orcid.org/0009-0003-1472-0287"]},"institutions":[{"id":"https://openalex.org/I3131806991","display_name":"Centro Escolar University","ror":"https://ror.org/04janbd12","country_code":"PH","type":"education","lineage":["https://openalex.org/I3131806991"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Jeaneil P. Zerrudo","raw_affiliation_strings":["Centro Escolar University Manila"],"raw_orcid":"https://orcid.org/0009-0003-1472-0287","affiliations":[{"raw_affiliation_string":"Centro Escolar University Manila","institution_ids":["https://openalex.org/I3131806991"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5121728448","display_name":"Leah Quinto","orcid":"https://orcid.org/0009-0003-2026-7570","observed_orcids":["https://orcid.org/0009-0003-2026-7570"]},"institutions":[{"id":"https://openalex.org/I4405258692","display_name":"De La Salle Medical and Health Sciences Institute","ror":"https://ror.org/012mgrb02","country_code":"PH","type":"education","lineage":["https://openalex.org/I4405258692"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Leah Quinto","raw_affiliation_strings":["De La Salle Medical and Health Sciences Institute"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"De La Salle Medical and Health Sciences Institute","institution_ids":["https://openalex.org/I4405258692"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.4026,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.87256203,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"2","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9833999872207642,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9833999872207642,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11314","display_name":"Clinical Laboratory Practices and Quality Control","score":0.003700000001117587,"subfield":{"id":"https://openalex.org/subfields/3607","display_name":"Medical Laboratory Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13904","display_name":"Artificial Intelligence Applications","score":0.0010000000474974513,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"artificial intelligence","score":0.7319999933242798},{"id":"https://openalex.org/keywords/soil-transmitted-helminths","display_name":"soil-transmitted helminths","score":0.9169999957084656},{"id":"https://openalex.org/keywords/medical-technologists","display_name":"medical technologists","score":0.7490000128746033},{"id":"https://openalex.org/keywords/work-readiness","display_name":"career readiness","score":0.9700000286102295},{"id":"https://openalex.org/keywords/perceived-challenge","display_name":"perceived challenge","score":0.6899999976158142},{"id":"https://openalex.org/keywords/financial-constraints","display_name":"financial constraints","score":0.8360000252723694},{"id":"https://openalex.org/keywords/laboratory-facilities","display_name":"laboratory facilities","score":0.7490000128746033},{"id":"https://openalex.org/keywords/ai-training-needs","display_name":"AI training needs","score":0.5950000286102295},{"id":"https://openalex.org/keywords/metro-manila","display_name":"Metro Manila","score":0.8019999861717224}],"concepts":[{"id":"https://openalex.org/C2777042776","wikidata":"https://www.wikidata.org/wiki/Q4583103","display_name":"Preparedness","level":2,"score":0.8075000047683716},{"id":"https://openalex.org/C2776640315","wikidata":"https://www.wikidata.org/wiki/Q7315941","display_name":"Respondent","level":2,"score":0.6797999739646912},{"id":"https://openalex.org/C2778139618","wikidata":"https://www.wikidata.org/wiki/Q13440398","display_name":"Workforce","level":2,"score":0.5569000244140625},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.5133000016212463},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4722000062465668},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4171000123023987},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.41130000352859497},{"id":"https://openalex.org/C2778321746","wikidata":"https://www.wikidata.org/wiki/Q621922","display_name":"Distrust","level":2,"score":0.4106000065803528},{"id":"https://openalex.org/C95423123","wikidata":"https://www.wikidata.org/wiki/Q622178","display_name":"Workgroup","level":2,"score":0.39800000190734863},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.3806999921798706},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.37389999628067017},{"id":"https://openalex.org/C105776082","wikidata":"https://www.wikidata.org/wiki/Q617473","display_name":"Likert scale","level":2,"score":0.37130001187324524},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3504999876022339},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.3472999930381775},{"id":"https://openalex.org/C158739034","wikidata":"https://www.wikidata.org/wiki/Q1907114","display_name":"Metropolitan area","level":2,"score":0.3418999910354614},{"id":"https://openalex.org/C2984224174","wikidata":"https://www.wikidata.org/wiki/Q25324239","display_name":"Survey instrument","level":2,"score":0.3262999951839447},{"id":"https://openalex.org/C106906290","wikidata":"https://www.wikidata.org/wiki/Q1140909","display_name":"Cronbach's alpha","level":3,"score":0.3179999887943268},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.3133000135421753},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.2987000048160553},{"id":"https://openalex.org/C39896193","wikidata":"https://www.wikidata.org/wiki/Q380344","display_name":"Descriptive statistics","level":2,"score":0.296099990606308},{"id":"https://openalex.org/C512399662","wikidata":"https://www.wikidata.org/wiki/Q3505712","display_name":"Family medicine","level":1,"score":0.2935999929904938},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.28049999475479126},{"id":"https://openalex.org/C2776035091","wikidata":"https://www.wikidata.org/wiki/Q7928819","display_name":"Viewpoints","level":2,"score":0.2703999876976013},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.26750001311302185},{"id":"https://openalex.org/C134215751","wikidata":"https://www.wikidata.org/wiki/Q829080","display_name":"Professional association","level":2,"score":0.2648000121116638},{"id":"https://openalex.org/C73945780","wikidata":"https://www.wikidata.org/wiki/Q814232","display_name":"Survey methodology","level":2,"score":0.2630000114440918}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.65166/z96vbj06","doi":"https://doi.org/10.65166/z96vbj06","is_oa":true,"landing_page_url":"https://doi.org/10.65166/z96vbj06","pdf_url":"https://journal.ijhba.com/index.php/ijhba/article/download/164/152","source":{"id":"https://openalex.org/S5407055336","display_name":"International Journal of Health & Business Analytics","issn_l":"3116-2649","issn":["3116-2649"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Health &amp; Business Analytics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.65166/z96vbj06","doi":"https://doi.org/10.65166/z96vbj06","is_oa":true,"landing_page_url":"https://doi.org/10.65166/z96vbj06","pdf_url":"https://journal.ijhba.com/index.php/ijhba/article/download/164/152","source":{"id":"https://openalex.org/S5407055336","display_name":"International Journal of Health & Business Analytics","issn_l":"3116-2649","issn":["3116-2649"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Health &amp; Business Analytics","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8371999859809875,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7166453201.pdf","grobid_xml":"https://content.openalex.org/works/W7166453201.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W3167961879","https://openalex.org/W3196528924","https://openalex.org/W3211012197","https://openalex.org/W4283070098","https://openalex.org/W4311257506","https://openalex.org/W4311956188","https://openalex.org/W4320029630","https://openalex.org/W4390610986","https://openalex.org/W4391788383","https://openalex.org/W4391935013","https://openalex.org/W4394728138","https://openalex.org/W4402978025","https://openalex.org/W4403208632","https://openalex.org/W4404121120","https://openalex.org/W4404551914","https://openalex.org/W4405017198","https://openalex.org/W4406735182","https://openalex.org/W4407914185","https://openalex.org/W4411053022","https://openalex.org/W4411184065","https://openalex.org/W7117889903","https://openalex.org/W7117891396","https://openalex.org/W7117894059","https://openalex.org/W7117895032","https://openalex.org/W7128994868","https://openalex.org/W7129071571"],"related_works":["https://openalex.org/W7220929556","https://openalex.org/W7213496972","https://openalex.org/W4414117305","https://openalex.org/W7212822076","https://openalex.org/W7222841160","https://openalex.org/W7160062435","https://openalex.org/W7154925321","https://openalex.org/W4402926292","https://openalex.org/W7212232379","https://openalex.org/W7202058299"],"abstract_inverted_index":{"Artificial":[0],"intelligence-assisted":[1],"microscopy":[2],"may":[3],"improve":[4],"the":[5,87,176],"efficiency":[6],"and":[7,20,27,42,65,75,86,159,198],"consistency":[8],"of":[9,89,100],"soil-transmitted":[10],"helminth":[11],"identification,":[12],"but":[13,191],"its":[14],"implementation":[15],"depends":[16],"on":[17],"workforce":[18],"preparedness":[19,26,103],"institutional":[21,90,192],"capacity.":[22],"This":[23],"study":[24],"assessed":[25],"perceived":[28,125],"challenges":[29,134],"related":[30],"to":[31,82,113,188],"artificial":[32,91,115,189],"intelligence":[33,92],"integration":[34],"among":[35,54],"registered":[36],"medical":[37,184],"technologists":[38,185],"working":[39],"in":[40,45],"secondary":[41],"tertiary":[43],"hospitals":[44],"Metro":[46],"Manila.":[47],"A":[48],"cross-sectional":[49],"descriptive-comparative":[50],"survey":[51],"was":[52,104,119,128],"conducted":[53],"100":[55],"respondents":[56],"using":[57],"a":[58,97],"validated":[59],"researcher-developed":[60],"questionnaire.":[61],"Frequencies,":[62],"percentages,":[63],"means,":[64],"standard":[66],"deviations":[67],"were":[68,135,146,166,173],"used":[69],"for":[70],"descriptive":[71],"analysis.":[72],"Kruskal-Wallis":[73],"H":[74],"Mann-Whitney":[76],"U":[77],"tests":[78],"examined":[79],"differences":[80,172],"according":[81],"age,":[83],"professional":[84,199],"experience,":[85],"availability":[88],"seminars":[93],"or":[94],"workshops,":[95],"with":[96],"Bonferroni-adjusted":[98],"alpha":[99],".017.":[101],"Overall":[102],"moderate":[105],"(M":[106,121,130,138,150,156,163],"=":[107,110,122,131,139,142,151,157,164],"2.61,":[108],"SD":[109,141],"0.51).":[111],"Willingness":[112],"learn":[114],"intelligence-based":[116],"diagnostic":[117],"tools":[118],"high":[120,136,149],"3.05),":[123],"whereas":[124],"laboratory":[126],"readiness":[127],"low":[129],"2.15).":[132],"Perceived":[133],"overall":[137],"3.22,":[140],"0.39).":[143],"Financial":[144],"constraints":[145],"rated":[147,167],"very":[148],"3.44),":[152],"while":[153],"inadequate":[154],"infrastructure":[155],"3.10)":[158],"limited":[160],"educational":[161],"opportunities":[162],"3.06)":[165],"high.":[168],"No":[169],"statistically":[170],"significant":[171],"detected":[174],"across":[175],"tested":[177],"respondent":[178],"characteristics.":[179],"The":[180],"findings":[181],"indicate":[182],"that":[183],"are":[186,201],"receptive":[187],"intelligence,":[190],"financing,":[193],"structured":[194],"training,":[195],"reliable":[196],"infrastructure,":[197],"oversight":[200],"necessary":[202],"before":[203],"AI-assisted":[204],"parasitology":[205],"can":[206],"be":[207],"implemented":[208],"responsibly.":[209]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2026-06-29T00:00:00"}
