{"id":"https://openalex.org/W4408154216","doi":"https://doi.org/10.1080/12460125.2025.2468033","title":"From code to context: the impact of organizational problem framing on machine learning success","display_name":"From code to context: the impact of organizational problem framing on machine learning success","publication_year":2025,"publication_date":"2025-01-02","ids":{"openalex":"https://openalex.org/W4408154216","doi":"https://doi.org/10.1080/12460125.2025.2468033"},"language":"en","primary_location":{"id":"doi:10.1080/12460125.2025.2468033","is_oa":false,"landing_page_url":"https://doi.org/10.1080/12460125.2025.2468033","pdf_url":null,"source":{"id":"https://openalex.org/S119153320","display_name":"Journal of Decision System","issn_l":"1246-0125","issn":["1246-0125","2116-7052"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Decision Systems","raw_type":"journal-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/A5046347821","display_name":"Giulio Toscani","orcid":"https://orcid.org/0000-0002-1289-4510"},"institutions":[{"id":"https://openalex.org/I1314707548","display_name":"Nagoya University of Commerce and Business","ror":"https://ror.org/00thekh91","country_code":"JP","type":"education","lineage":["https://openalex.org/I1314707548"]},{"id":"https://openalex.org/I41910991","display_name":"National Universities Commission","ror":"https://ror.org/05kptcy79","country_code":"NG","type":"education","lineage":["https://openalex.org/I41910991"]}],"countries":["JP","NG"],"is_corresponding":true,"raw_author_name":"Giulio Toscani","raw_affiliation_strings":["NUCB"],"raw_orcid":"https://orcid.org/0000-0002-1289-4510","affiliations":[{"raw_affiliation_string":"NUCB","institution_ids":["https://openalex.org/I1314707548","https://openalex.org/I41910991"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5046347821"],"corresponding_institution_ids":["https://openalex.org/I1314707548","https://openalex.org/I41910991"],"apc_list":null,"apc_paid":null,"fwci":8.4508,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.97109809,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"34","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/framing","display_name":"Framing (construction)","score":0.5750656127929688},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.4464876651763916},{"id":"https://openalex.org/keywords/organizational-learning","display_name":"Organizational learning","score":0.43829137086868286},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.43108195066452026},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.23169434070587158}],"concepts":[{"id":"https://openalex.org/C169087156","wikidata":"https://www.wikidata.org/wiki/Q2131593","display_name":"Framing (construction)","level":2,"score":0.5750656127929688},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4464876651763916},{"id":"https://openalex.org/C169735623","wikidata":"https://www.wikidata.org/wiki/Q1430172","display_name":"Organizational learning","level":2,"score":0.43829137086868286},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43108195066452026},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.23169434070587158},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/12460125.2025.2468033","is_oa":false,"landing_page_url":"https://doi.org/10.1080/12460125.2025.2468033","pdf_url":null,"source":{"id":"https://openalex.org/S119153320","display_name":"Journal of Decision System","issn_l":"1246-0125","issn":["1246-0125","2116-7052"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Decision Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W409344806","https://openalex.org/W1494192115","https://openalex.org/W1569268909","https://openalex.org/W1615506555","https://openalex.org/W2099043095","https://openalex.org/W2141975087","https://openalex.org/W2491915004","https://openalex.org/W2583133216","https://openalex.org/W2776593615","https://openalex.org/W2783539613","https://openalex.org/W2795349040","https://openalex.org/W2963432517","https://openalex.org/W2981686111","https://openalex.org/W3010543446","https://openalex.org/W3011865677","https://openalex.org/W3037276488","https://openalex.org/W3090360564","https://openalex.org/W3104847483","https://openalex.org/W3159259896","https://openalex.org/W3168414461","https://openalex.org/W3200943004","https://openalex.org/W3213707577","https://openalex.org/W3217118223","https://openalex.org/W4205420544","https://openalex.org/W4224988956","https://openalex.org/W4225131971","https://openalex.org/W4225165463","https://openalex.org/W4234335579","https://openalex.org/W4243507558","https://openalex.org/W4281856457","https://openalex.org/W4282835222","https://openalex.org/W4288086169","https://openalex.org/W4292157886","https://openalex.org/W4293150522","https://openalex.org/W4294435850","https://openalex.org/W4302307752","https://openalex.org/W4309857291","https://openalex.org/W4311642355","https://openalex.org/W4311882277","https://openalex.org/W4313420249","https://openalex.org/W4315776985","https://openalex.org/W4361274660","https://openalex.org/W4366372513","https://openalex.org/W4366420437","https://openalex.org/W4381164688","https://openalex.org/W4382519409","https://openalex.org/W4385445743","https://openalex.org/W4386397015","https://openalex.org/W4387024713","https://openalex.org/W4388577049","https://openalex.org/W4390002420","https://openalex.org/W4390142900","https://openalex.org/W4391573343","https://openalex.org/W6842669898","https://openalex.org/W6856538981","https://openalex.org/W7061408627"],"related_works":["https://openalex.org/W1985378821","https://openalex.org/W2144661394","https://openalex.org/W2009248191","https://openalex.org/W2117340197","https://openalex.org/W3193141997","https://openalex.org/W2348241277","https://openalex.org/W2997491296","https://openalex.org/W2171700046","https://openalex.org/W2109088897","https://openalex.org/W2292220430"],"abstract_inverted_index":{"This":[0],"study":[1],"explores":[2],"the":[3,63,77,94],"impact":[4],"of":[5,66,79,98],"lacking":[6],"a":[7],"problem-framing":[8],"culture":[9],"in":[10,33],"Machine":[11],"Learning":[12],"(ML),":[13],"revealing":[14],"significant":[15],"challenges.":[16,59],"Through":[17],"grounded":[18],"theory":[19],"and":[20,38,76,92,96],"112":[21],"interviews":[22],"with":[23],"ML":[24,57,99],"practitioners,":[25],"four":[26],"key":[27],"behaviours":[28],"\u2013":[29,40],"false":[30],"expectations,":[31],"staying":[32],"comfort":[34],"zones,":[35],"negative":[36],"practices,":[37],"unreliability":[39],"are":[41],"identified":[42],"as":[43],"barriers":[44],"to":[45,54,72,82],"effective":[46],"problem":[47,68,84],"framing.":[48],"Addressing":[49],"these":[50],"issues":[51],"equips":[52],"organisations":[53],"better":[55],"manage":[56],"implementation":[58],"The":[60],"research":[61],"highlights":[62],"critical":[64],"role":[65],"precise":[67],"definition,":[69],"stakeholder":[70],"alignment":[71],"tackle":[73],"non-technical":[74],"factors,":[75],"use":[78],"technological":[80],"tools":[81],"empower":[83],"solvers,":[85],"ultimately":[86],"fostering":[87],"collaboration,":[88],"reducing":[89],"coordination":[90],"challenges,":[91],"enhancing":[93],"success":[95],"reliability":[97],"projects.":[100]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5}],"updated_date":"2026-08-15T07:11:24.734988","created_date":"2025-10-10T00:00:00"}