{"id":"https://openalex.org/W4387344830","doi":"https://doi.org/10.1145/3610197","title":"ML-Based Teaching Systems: A Conceptual Framework","display_name":"ML-Based Teaching Systems: A Conceptual Framework","publication_year":2023,"publication_date":"2023-09-28","ids":{"openalex":"https://openalex.org/W4387344830","doi":"https://doi.org/10.1145/3610197"},"language":"en","primary_location":{"id":"doi:10.1145/3610197","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3610197","pdf_url":null,"source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","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/A5087864940","display_name":"Philipp Spitzer","orcid":"https://orcid.org/0000-0002-9378-0872"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Philipp Spitzer","raw_affiliation_strings":["Karlsruhe Institute of Technology, Karlsruhe, Germany"],"raw_orcid":"https://orcid.org/0000-0002-9378-0872","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071819311","display_name":"Niklas K\u00fchl","orcid":"https://orcid.org/0000-0001-6750-0876"},"institutions":[{"id":"https://openalex.org/I54009628","display_name":"University of Bayreuth","ror":"https://ror.org/0234wmv40","country_code":"DE","type":"education","lineage":["https://openalex.org/I54009628"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Niklas K\u00fchl","raw_affiliation_strings":["University of Bayreuth, Karlsruhe, Germany"],"raw_orcid":"https://orcid.org/0000-0001-6750-0876","affiliations":[{"raw_affiliation_string":"University of Bayreuth, Karlsruhe, Germany","institution_ids":["https://openalex.org/I54009628"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051195404","display_name":"Daniel Heinz","orcid":"https://orcid.org/0000-0003-0321-0989"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel Heinz","raw_affiliation_strings":["Karlsruhe Institute of Technology, Karlsruhe, Germany"],"raw_orcid":"https://orcid.org/0000-0003-0321-0989","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000245557","display_name":"Gerhard Satzger","orcid":"https://orcid.org/0000-0001-8731-654X"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Gerhard Satzger","raw_affiliation_strings":["Karlsruhe Institute of Technology, Karlsruhe, Germany"],"raw_orcid":"https://orcid.org/0000-0001-8731-654X","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.2261,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.88466074,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"7","issue":"CSCW2","first_page":"1","last_page":"25"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12028","display_name":"Knowledge Management and Sharing","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12028","display_name":"Knowledge Management and Sharing","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9923999905586243,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.987500011920929,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/computer-science","display_name":"Computer science","score":0.7153016328811646},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.6707542538642883},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6573524475097656},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.605840265750885},{"id":"https://openalex.org/keywords/economic-shortage","display_name":"Economic shortage","score":0.5702523589134216},{"id":"https://openalex.org/keywords/knowledge-transfer","display_name":"Knowledge transfer","score":0.5430478453636169},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5327821969985962},{"id":"https://openalex.org/keywords/conceptual-framework","display_name":"Conceptual framework","score":0.43387794494628906},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.4277183711528778},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4211440086364746},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.35581183433532715},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14352136850357056},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.09048199653625488}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7153016328811646},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.6707542538642883},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6573524475097656},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.605840265750885},{"id":"https://openalex.org/C194051981","wikidata":"https://www.wikidata.org/wiki/Q1337691","display_name":"Economic shortage","level":3,"score":0.5702523589134216},{"id":"https://openalex.org/C2776960227","wikidata":"https://www.wikidata.org/wiki/Q2586354","display_name":"Knowledge transfer","level":2,"score":0.5430478453636169},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5327821969985962},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.43387794494628906},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.4277183711528778},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4211440086364746},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.35581183433532715},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14352136850357056},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.09048199653625488},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3610197","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3610197","pdf_url":null,"source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","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":81,"referenced_works":["https://openalex.org/W11018705","https://openalex.org/W78732525","https://openalex.org/W298753168","https://openalex.org/W403084905","https://openalex.org/W1539137778","https://openalex.org/W1547450116","https://openalex.org/W1615506555","https://openalex.org/W1941636933","https://openalex.org/W1995921286","https://openalex.org/W2002554683","https://openalex.org/W2009855306","https://openalex.org/W2014251728","https://openalex.org/W2031774313","https://openalex.org/W2033462989","https://openalex.org/W2065267227","https://openalex.org/W2069713201","https://openalex.org/W2100407421","https://openalex.org/W2115213081","https://openalex.org/W2132454116","https://openalex.org/W2152554518","https://openalex.org/W2154239319","https://openalex.org/W2159720343","https://openalex.org/W2171773211","https://openalex.org/W2182055801","https://openalex.org/W2185898173","https://openalex.org/W2341430644","https://openalex.org/W2400392116","https://openalex.org/W2417907272","https://openalex.org/W2486569932","https://openalex.org/W2604272474","https://openalex.org/W2739898539","https://openalex.org/W2809468104","https://openalex.org/W2811298882","https://openalex.org/W2912311590","https://openalex.org/W2913094788","https://openalex.org/W2943716936","https://openalex.org/W2944104236","https://openalex.org/W2944455353","https://openalex.org/W2944917968","https://openalex.org/W2947445411","https://openalex.org/W2948742859","https://openalex.org/W2952203301","https://openalex.org/W2958409897","https://openalex.org/W2963767865","https://openalex.org/W2964067789","https://openalex.org/W2983057939","https://openalex.org/W3001825839","https://openalex.org/W3006911910","https://openalex.org/W3022452870","https://openalex.org/W3024649884","https://openalex.org/W3033717918","https://openalex.org/W3035393070","https://openalex.org/W3040170478","https://openalex.org/W3040472729","https://openalex.org/W3046786385","https://openalex.org/W3048626054","https://openalex.org/W3090106574","https://openalex.org/W3119608372","https://openalex.org/W3122622093","https://openalex.org/W3128904553","https://openalex.org/W3157119179","https://openalex.org/W3157225823","https://openalex.org/W3162271228","https://openalex.org/W3179581749","https://openalex.org/W3185381167","https://openalex.org/W3186791274","https://openalex.org/W3190912022","https://openalex.org/W3196195665","https://openalex.org/W3206213635","https://openalex.org/W3211401540","https://openalex.org/W3216117387","https://openalex.org/W4205228460","https://openalex.org/W4213291700","https://openalex.org/W4214715211","https://openalex.org/W4229033625","https://openalex.org/W4229581396","https://openalex.org/W4249492149","https://openalex.org/W4288086169","https://openalex.org/W4309620152","https://openalex.org/W6601487527","https://openalex.org/W6677272822"],"related_works":["https://openalex.org/W2579473328","https://openalex.org/W2509147714","https://openalex.org/W4239898203","https://openalex.org/W2586833044","https://openalex.org/W2603666417","https://openalex.org/W46955353","https://openalex.org/W2315021981","https://openalex.org/W2389214306","https://openalex.org/W2955295882","https://openalex.org/W2145869671"],"abstract_inverted_index":{"As":[0],"the":[1,26,77,126,151,157],"shortage":[2],"of":[3,28,79,128,153,156,213],"skilled":[4],"workers":[5],"continues":[6],"to":[7,24,35,84,93,111,163,178,200,218],"be":[8],"a":[9,19,100,154],"pressing":[10],"issue,":[11,63],"exacerbated":[12],"by":[13,184],"demographic":[14],"change,":[15],"it":[16,33,47],"is":[17,67],"becoming":[18],"critical":[20],"challenge":[21],"for":[22],"organizations":[23],"preserve":[25,191],"knowledge":[27,39,86,193],"retiring":[29],"experts":[30],"and":[31,50,54,70,109,114,124,142,161,165,194,216],"pass":[32],"on":[34,167,172,180,209],"novices.":[36,202],"While":[37],"this":[38,61,73,140,204,210],"transfer":[40,87,197],"has":[41],"traditionally":[42],"occurred":[43],"through":[44],"personal":[45],"interaction,":[46],"lacks":[48],"scalability":[49,62],"requires":[51],"significant":[52],"resources":[53],"time.":[55],"IT-based":[56,96,132],"teaching":[57,97,117,133,169,188],"systems":[58,189],"have":[59],"addressed":[60],"but":[64],"their":[65,144],"development":[66],"still":[68],"tedious":[69],"time-consuming.":[71],"In":[72,203],"work,":[74],"we":[75,104,122,206],"investigate":[76],"potential":[78],"machine":[80],"learning":[81],"(ML)":[82],"models":[83,130],"facilitate":[85,195],"in":[88,131,139,150],"an":[89,220],"organizational":[90],"context,":[91,141],"leading":[92],"more":[94],"cost-effective":[95],"systems.":[98,118,170],"Through":[99],"systematic":[101],"literature":[102],"review,":[103],"examine":[105],"key":[106,158],"concepts,":[107,159],"themes,":[108,160],"dimensions":[110,162],"understand":[112,164],"better":[113],"design":[115],"ML-based":[116,168,187],"To":[119],"do":[120],"so,":[121],"capture":[123],"consolidate":[125],"capabilities":[127],"ML":[129],"systems,":[134],"inductively":[135],"analyze":[136],"relevant":[137],"concepts":[138],"determine":[143],"interrelationships.":[145],"We":[146],"present":[147],"our":[148,175],"findings":[149],"form":[152],"review":[155],"inform":[166],"Building":[171],"these":[173],"results,":[174],"work":[176,183],"contributes":[177],"research":[179,222],"computer-supported":[181],"cooperative":[182],"conceptualizing":[185],"how":[186],"can":[190],"expert":[192],"its":[196],"from":[198],"SMEs":[199],"human":[201],"way,":[205],"shed":[207],"light":[208],"emerging":[211],"subfield":[212],"human-computer":[214],"interaction":[215],"serve":[217],"build":[219],"interdisciplinary":[221],"agenda.":[223]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}