{"id":"https://openalex.org/W4360891701","doi":"https://doi.org/10.1145/3544549.3585807","title":"Towards Transparent, Reusable, and Customizable Data Science in Computational Notebooks","display_name":"Towards Transparent, Reusable, and Customizable Data Science in Computational Notebooks","publication_year":2023,"publication_date":"2023-04-19","ids":{"openalex":"https://openalex.org/W4360891701","doi":"https://doi.org/10.1145/3544549.3585807"},"language":"en","primary_location":{"id":"doi:10.1145/3544549.3585807","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3544549.3585807","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2303.13447","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023586919","display_name":"Frederick D. S. Choi","orcid":"https://orcid.org/0000-0002-8818-2456"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Frederick Choi","raw_affiliation_strings":["Grainger College of Engineering, University of Illinois at Urbana-Champaign, United States"],"raw_orcid":"https://orcid.org/0000-0002-8818-2456","affiliations":[{"raw_affiliation_string":"Grainger College of Engineering, University of Illinois at Urbana-Champaign, United States","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040390469","display_name":"Sajjadur Rahman","orcid":"https://orcid.org/0000-0003-4210-1582"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sajjadur Rahman","raw_affiliation_strings":["Megagon Labs, United States"],"raw_orcid":"https://orcid.org/0000-0003-4210-1582","affiliations":[{"raw_affiliation_string":"Megagon Labs, United States","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008786958","display_name":"Hannah Kim","orcid":"https://orcid.org/0000-0002-0137-7171"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hannah Kim","raw_affiliation_strings":["Megagon Labs, United States"],"raw_orcid":"https://orcid.org/0000-0002-0137-7171","affiliations":[{"raw_affiliation_string":"Megagon Labs, United States","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057103463","display_name":"Dan Zhang","orcid":"https://orcid.org/0000-0002-6330-0217"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dan Zhang","raw_affiliation_strings":["Megagon Labs, United States"],"raw_orcid":"https://orcid.org/0000-0002-6330-0217","affiliations":[{"raw_affiliation_string":"Megagon Labs, United States","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5614,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.66409986,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9427000284194946,"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/workflow","display_name":"Workflow","score":0.8877242803573608},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.806078314781189},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.7350319623947144},{"id":"https://openalex.org/keywords/reusability","display_name":"Reusability","score":0.567211925983429},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.43585672974586487},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.43222931027412415},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.4163571894168854},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3440682291984558},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.32569581270217896},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.22866424918174744},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.13131433725357056},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.1291711926460266}],"concepts":[{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.8877242803573608},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.806078314781189},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.7350319623947144},{"id":"https://openalex.org/C137981799","wikidata":"https://www.wikidata.org/wiki/Q1369184","display_name":"Reusability","level":3,"score":0.567211925983429},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.43585672974586487},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.43222931027412415},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4163571894168854},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3440682291984558},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.32569581270217896},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.22866424918174744},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.13131433725357056},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1291711926460266},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3544549.3585807","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3544549.3585807","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2303.13447","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2303.13447","pdf_url":"https://arxiv.org/pdf/2303.13447","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2303.13447","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2303.13447","pdf_url":"https://arxiv.org/pdf/2303.13447","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4360891701.pdf","grobid_xml":"https://content.openalex.org/works/W4360891701.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W776871969","https://openalex.org/W1591017069","https://openalex.org/W1951753142","https://openalex.org/W2113630591","https://openalex.org/W2161133721","https://openalex.org/W2179127114","https://openalex.org/W2472803348","https://openalex.org/W2516678343","https://openalex.org/W2610517421","https://openalex.org/W2751110224","https://openalex.org/W2796040126","https://openalex.org/W2898377472","https://openalex.org/W2898664788","https://openalex.org/W2903675476","https://openalex.org/W2904955348","https://openalex.org/W2941629559","https://openalex.org/W2952447489","https://openalex.org/W2986595342","https://openalex.org/W3012094108","https://openalex.org/W3013980729","https://openalex.org/W3029504795","https://openalex.org/W3030961769","https://openalex.org/W3084285094","https://openalex.org/W3088281844","https://openalex.org/W3094226206","https://openalex.org/W3094507803","https://openalex.org/W3103019052","https://openalex.org/W3146557037","https://openalex.org/W3171336654","https://openalex.org/W4221015417","https://openalex.org/W4225116079","https://openalex.org/W4237375617","https://openalex.org/W4241602464","https://openalex.org/W4244888246","https://openalex.org/W4288083705","https://openalex.org/W4288762604","https://openalex.org/W4312803644","https://openalex.org/W4315588697","https://openalex.org/W4315705732","https://openalex.org/W6982728064"],"related_works":["https://openalex.org/W4282938614","https://openalex.org/W2906929912","https://openalex.org/W2350686889","https://openalex.org/W1965839502","https://openalex.org/W2099755394","https://openalex.org/W2621742671","https://openalex.org/W2114764029","https://openalex.org/W4245251736","https://openalex.org/W2913352275","https://openalex.org/W2766314289"],"abstract_inverted_index":{"Data":[0],"science":[1,84,138],"workflows":[2],"are":[3,23],"human-centered":[4],"processes":[5],"involving":[6],"on-demand":[7],"programming":[8],"and":[9,13,34,52,81,99,113],"analysis.":[10],"While":[11],"programmable":[12],"interactive":[14,42,72],"interfaces":[15],"such":[16,47],"as":[17],"widgets":[18,73,90,134],"embedded":[19],"within":[20,74],"computational":[21,75],"notebooks":[22,76],"suitable":[24],"for":[25,70,135],"these":[26,121],"workflows,":[27],"they":[28],"lack":[29],"robust":[30],"state":[31],"management":[32],"capabilities":[33,48],"do":[35],"not":[36],"support":[37,92],"user-defined":[38,100],"customization":[39],"of":[40,46,58,60,120,131],"the":[41,56,61,118,125],"components.":[43],"The":[44,86],"absence":[45],"hinders":[49],"workflow":[50],"reusability":[51],"transparency":[53],"while":[54],"limiting":[55],"scope":[57],"exploration":[59],"end-users.":[62],"In":[63],"response,":[64],"we":[65,127],"developed":[66],"Magneton,":[67],"a":[68,108],"framework":[69,87],"authoring":[71],"that":[77],"enables":[78],"transparent,":[79],"reusable,":[80],"customizable":[82],"data":[83,137],"workflows.":[85,139],"enhances":[88],"existing":[89],"to":[91,116],"fine-grained":[93],"interaction":[94],"history":[95],"management,":[96],"reusable":[97],"states,":[98],"customizations.":[101],"We":[102],"conducted":[103],"three":[104],"case":[105],"studies":[106],"in":[107],"real-world":[109],"knowledge":[110],"graph":[111],"construction":[112],"serving":[114],"platform":[115],"evaluate":[117],"effectiveness":[119],"widgets.":[122],"Based":[123],"on":[124],"observations,":[126],"discuss":[128],"future":[129],"implications":[130],"employing":[132],"Magneton":[133],"general-purpose":[136]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
