{"id":"https://openalex.org/W1995078675","doi":"https://doi.org/10.2298/csis0502083s","title":"Machine learning models of problem space navigation: The influence of gender","display_name":"Machine learning models of problem space navigation: The influence of gender","publication_year":2005,"publication_date":"2005-01-01","ids":{"openalex":"https://openalex.org/W1995078675","doi":"https://doi.org/10.2298/csis0502083s","mag":"1995078675"},"language":"en","primary_location":{"id":"doi:10.2298/csis0502083s","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis0502083s","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02140502083S","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science and Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02140502083S","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016563043","display_name":"Ron Stevens","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Ron Stevens","raw_affiliation_strings":["UCLA-IMMEX Project, Culver City, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UCLA-IMMEX Project, Culver City, CA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077862323","display_name":"Amy Soller","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Amy Soller","raw_affiliation_strings":["UCLA-IMMEX Project, Culver City, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UCLA-IMMEX Project, Culver City, CA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5016563043"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6895,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.85437059,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"2","issue":"2","first_page":"83","last_page":"98"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11810","display_name":"Complex Systems and Decision Making","score":0.9847000241279602,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11810","display_name":"Complex Systems and Decision Making","score":0.9847000241279602,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"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/T12805","display_name":"Cognitive Science and Mapping","score":0.9646000266075134,"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"}},{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9067999720573425,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6838060021400452},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6707121133804321},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.5718885064125061},{"id":"https://openalex.org/keywords/hidden-markov-model","display_name":"Hidden Markov model","score":0.5712084174156189},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5430852770805359},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45118293166160583},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4479319155216217},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3720850944519043},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14312958717346191}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6838060021400452},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6707121133804321},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.5718885064125061},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.5712084174156189},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5430852770805359},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45118293166160583},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4479319155216217},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3720850944519043},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14312958717346191},{"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.2298/csis0502083s","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis0502083s","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02140502083S","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science and Information Systems","raw_type":"journal-article"},{"id":"pmh:oai:doiserbia:1820-02140502083S","is_oa":false,"landing_page_url":"http://doi.org/10.2298/CSIS0502083S","pdf_url":null,"source":{"id":"https://openalex.org/S4306400515","display_name":"Digital Object Identifier (DOI) Repository Serbia (National Library of Serbia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210142455","host_organization_name":"National Library of Serbia","host_organization_lineage":["https://openalex.org/I4210142455"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":". 2(2) 83-98"}],"best_oa_location":{"id":"doi:10.2298/csis0502083s","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis0502083s","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02140502083S","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science and Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.5299999713897705,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1995078675.pdf","grobid_xml":"https://content.openalex.org/works/W1995078675.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W1498139421","https://openalex.org/W1583309920","https://openalex.org/W1679913846","https://openalex.org/W1973120300","https://openalex.org/W1976811365","https://openalex.org/W1980532734","https://openalex.org/W1983540839","https://openalex.org/W1991239950","https://openalex.org/W2002140212","https://openalex.org/W2013880564","https://openalex.org/W2015040676","https://openalex.org/W2033771479","https://openalex.org/W2058113871","https://openalex.org/W2065269307","https://openalex.org/W2078709555","https://openalex.org/W2112608514","https://openalex.org/W2113476921","https://openalex.org/W2115173015","https://openalex.org/W2120380005","https://openalex.org/W2122174115","https://openalex.org/W2125838338","https://openalex.org/W2154912417","https://openalex.org/W2155547196","https://openalex.org/W4247601884"],"related_works":["https://openalex.org/W2053269318","https://openalex.org/W2364370872","https://openalex.org/W2097963413","https://openalex.org/W2025614924","https://openalex.org/W2294335174","https://openalex.org/W3145575561","https://openalex.org/W2995886640","https://openalex.org/W1591475660","https://openalex.org/W2001275470","https://openalex.org/W2164162849"],"abstract_inverted_index":{"We":[0],"have":[1],"developed":[2,53],"models":[3,113],"of":[4,56,85,90,114,124,171],"how":[5,141],"problem":[6,24,45,93,126,134,154,173],"spaces":[7],"are":[8,157],"navigated":[9],"as":[10,106,108],"male":[11],"and":[12,17,147,161],"female":[13],"secondary":[14],"school,":[15],"university,":[16],"medical":[18,75],"students":[19,29],"engage":[20],"in":[21,44,67,82,99,110,140],"repetitive":[22],"complex":[23],"solving.":[25],"The":[26],"strategies":[27,102],"that":[28,62,152],"used":[30,103],"when":[31],"solving":[32,46,155,174],"problem-solving":[33],"simulations":[34],"were":[35,52,78,118,138,144],"first":[36],"classified":[37],"with":[38],"self-organizing":[39],"artificial":[40],"neural":[41],"networks":[42],"resulting":[43],"strategy":[47],"maps.":[48],"Next,":[49],"learning":[50],"trajectories":[51],"from":[54],"sequences":[55],"performances":[57],"by":[58,165],"Hidden":[59],"Markov":[60],"Modeling":[61],"stochastically":[63],"described":[64],"students'":[65],"progress":[66],"understanding":[68],"different":[69],"domains.":[70],"Across":[71],"middle":[72],"school":[73,76,131],"to":[74],"there":[77],"few":[79],"gender":[80,97,136],"differences":[81,98,137,156],"the":[83,91,101,109,111,142,169,172],"proportion":[84],"cases":[86],"solved;":[87],"however,":[88],"six":[89],"seven":[92],"sets":[94],"showed":[95],"significant":[96],"both":[100],"(ANN":[104],"classifications)":[105],"well":[107],"HMM":[112],"progress.":[115],"These":[116,149],"results":[117],"extended":[119],"through":[120],"a":[121],"detailed":[122],"analysis":[123],"one":[125],"set.":[127],"For":[128],"this":[129],"high":[130],"/":[132],"university":[133],"set,":[135],"seen":[139],"problems":[143],"encoded":[145],"consolidated":[146],"retrieved.":[148],"studies":[150],"suggest":[151],"strategic":[153],"common":[158],"across":[159],"gender,":[160],"would":[162],"be":[163],"masked":[164],"simply":[166],"looking":[167],"at":[168],"outcome":[170],"event.":[175]},"counts_by_year":[{"year":2018,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2012,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2016-06-24T00:00:00"}
