{"id":"https://openalex.org/W4313203333","doi":"https://doi.org/10.1109/besc57393.2022.9995599","title":"Evidence-Based Process in Research Involving Machine Learning Algorithms","display_name":"Evidence-Based Process in Research Involving Machine Learning Algorithms","publication_year":2022,"publication_date":"2022-10-29","ids":{"openalex":"https://openalex.org/W4313203333","doi":"https://doi.org/10.1109/besc57393.2022.9995599"},"language":"en","primary_location":{"id":"doi:10.1109/besc57393.2022.9995599","is_oa":false,"landing_page_url":"https://doi.org/10.1109/besc57393.2022.9995599","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 9th International Conference on Behavioural and Social Computing (BESC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009705385","display_name":"Wilson Lukmanjaya","orcid":"https://orcid.org/0000-0002-7747-4648"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Wilson Kurnia Lukmanjaya","raw_affiliation_strings":["University of Technology Sydney,Data Science Institute (DSI),NSW,Australia","Data Science Institute (DSI), University of Technology Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"University of Technology Sydney,Data Science Institute (DSI),NSW,Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Data Science Institute (DSI), University of Technology Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009969648","display_name":"MR Islam","orcid":"https://orcid.org/0000-0002-4781-4488"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Md Rafiqul Islam","raw_affiliation_strings":["University of Technology Sydney,Data Science Institute (DSI),NSW,Australia","Data Science Institute (DSI), University of Technology Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"University of Technology Sydney,Data Science Institute (DSI),NSW,Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Data Science Institute (DSI), University of Technology Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051512158","display_name":"Guandong Xu","orcid":"https://orcid.org/0000-0003-4493-6663"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Guandong Xu","raw_affiliation_strings":["University of Technology Sydney,Data Science Institute (DSI),NSW,Australia","Data Science Institute (DSI), University of Technology Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"University of Technology Sydney,Data Science Institute (DSI),NSW,Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Data Science Institute (DSI), University of Technology Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5009705385"],"corresponding_institution_ids":["https://openalex.org/I114017466"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.26403793,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9843999743461609,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9724000096321106,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/guideline","display_name":"Guideline","score":0.7956075668334961},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7513548135757446},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6691628098487854},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6080459952354431},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6063784956932068},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5486987829208374},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5082823634147644},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4565136432647705},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.42778629064559937},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.41349080204963684},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.37430837750434875},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.1527363359928131},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12962302565574646},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.0748937726020813}],"concepts":[{"id":"https://openalex.org/C2780182762","wikidata":"https://www.wikidata.org/wiki/Q1630279","display_name":"Guideline","level":2,"score":0.7956075668334961},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7513548135757446},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6691628098487854},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6080459952354431},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6063784956932068},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5486987829208374},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5082823634147644},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4565136432647705},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.42778629064559937},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.41349080204963684},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.37430837750434875},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.1527363359928131},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12962302565574646},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0748937726020813},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/besc57393.2022.9995599","is_oa":false,"landing_page_url":"https://doi.org/10.1109/besc57393.2022.9995599","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 9th International Conference on Behavioural and Social Computing (BESC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1998676407","https://openalex.org/W2417264770","https://openalex.org/W2790660115","https://openalex.org/W2889097229","https://openalex.org/W2893966636","https://openalex.org/W2906126865","https://openalex.org/W2908875379","https://openalex.org/W2989851933","https://openalex.org/W3016503735","https://openalex.org/W3040892239","https://openalex.org/W3089703818","https://openalex.org/W3107588162","https://openalex.org/W3112552342","https://openalex.org/W3128402239","https://openalex.org/W3152679009"],"related_works":["https://openalex.org/W2339422290","https://openalex.org/W2397653702","https://openalex.org/W4233871529","https://openalex.org/W2338818750","https://openalex.org/W3019157102","https://openalex.org/W2365451219","https://openalex.org/W2415869793","https://openalex.org/W4211072166","https://openalex.org/W28723353","https://openalex.org/W4231104876"],"abstract_inverted_index":{"The":[0,116],"current":[1],"state":[2],"of":[3,8],"research":[4,30,42,56,88,131,179,196],"involving":[5,79],"the":[6,36,45,64,119,174,187,201],"application":[7],"machine":[9],"learning":[10],"(ML)":[11],"algorithms":[12,81,125],"on":[13,25,82],"various":[14,161],"topics":[15,84],"that":[16,35,72,154],"directly":[17],"impact":[18],"human":[19],"beings":[20],"does":[21,168],"not":[22,169],"sufficiently":[23],"focus":[24],"identifying":[26],"and":[27,61,126,141,147,167,170],"filling":[28],"in":[29,40,55,63,87,130,150,160,190],"gaps.":[31,180],"Evidence":[32],"is":[33,44,51,128,173,182,197],"lacking":[34],"maximum":[37],"accuracy":[38,47],"showcased":[39],"multiple":[41],"papers":[43],"best":[46],"possible.":[48],"However,":[49],"it":[50],"vital":[52],"to":[53,58,85,112,132,139,157,177,185,199],"fill":[54,86,178],"gaps":[57,89],"be":[59,74],"cost-effective":[60],"actionable":[62],"big":[65],"picture.":[66],"This":[67],"study":[68,192],"proposes":[69],"a":[70,95],"guideline":[71,188],"can":[73,144],"useful":[75],"for":[76,94],"future":[77],"work":[78],"ML":[80],"high-risk":[83],"as":[90,92,193],"much":[91],"possible":[93],"particular":[96],"problem.":[97],"In":[98],"this":[99,114,191],"study,":[100],"10":[101],"different":[102,109,124],"models":[103,143],"were":[104],"conducted":[105],"with":[106,123],"12.7":[107],"million":[108],"parameter":[110],"combinations":[111],"create":[113],"guideline.":[115,202],"results":[117],"from":[118],"experiments":[120],"demonstrated":[121],"experimentation":[122],"parameters":[127],"crucial":[129],"deduct":[133],"which":[134,171],"algorithm":[135],"performs":[136],"well.":[137],"Exposure":[138],"accurate":[140],"inaccurate":[142],"assist":[145],"researchers":[146],"relevant":[148],"professionals":[149],"highlighting":[151],"evidence-based":[152],"methods":[153],"might":[155],"contribute":[156],"improved":[158],"findings":[159],"areas.":[162],"It":[163,181],"suggests":[164],"what":[165],"works":[166],"task":[172],"most":[175],"appropriate":[176],"also":[183],"important":[184],"consider":[186],"produced":[189],"inspiration.":[194],"More":[195],"necessary":[198],"improve":[200]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}