{"id":"https://openalex.org/W4376645833","doi":"https://doi.org/10.3389/frma.2023.1178181","title":"Active learning-based systematic reviewing using switching classification models: the case of the onset, maintenance, and relapse of depressive disorders","display_name":"Active learning-based systematic reviewing using switching classification models: the case of the onset, maintenance, and relapse of depressive disorders","publication_year":2023,"publication_date":"2023-05-16","ids":{"openalex":"https://openalex.org/W4376645833","doi":"https://doi.org/10.3389/frma.2023.1178181","pmid":"https://pubmed.ncbi.nlm.nih.gov/37260784"},"language":"en","primary_location":{"id":"doi:10.3389/frma.2023.1178181","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frma.2023.1178181","pdf_url":"https://www.frontiersin.org/articles/10.3389/frma.2023.1178181/pdf","source":{"id":"https://openalex.org/S2596295431","display_name":"Frontiers in Research Metrics and Analytics","issn_l":"2504-0537","issn":["2504-0537"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Research Metrics and Analytics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/articles/10.3389/frma.2023.1178181/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077076273","display_name":"Jelle Jasper Teijema","orcid":"https://orcid.org/0000-0001-9282-4311"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Jelle Jasper Teijema","raw_affiliation_strings":["Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands","institution_ids":["https://openalex.org/I193662353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083943994","display_name":"Laura Hofstee","orcid":"https://orcid.org/0000-0001-9638-7657"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Laura Hofstee","raw_affiliation_strings":["Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands","institution_ids":["https://openalex.org/I193662353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053548003","display_name":"Marlies E. Brouwer","orcid":"https://orcid.org/0000-0002-9972-9058"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]},{"id":"https://openalex.org/I4210151833","display_name":"Amsterdam University Medical Centers","ror":"https://ror.org/05grdyy37","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I4210151833"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Marlies Brouwer","raw_affiliation_strings":["Amsterdam UMC, Department of Psychiatry and Centre for Urban Mental Health, University of Amsterdam, Amsterdam, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Amsterdam UMC, Department of Psychiatry and Centre for Urban Mental Health, University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I4210151833","https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027479191","display_name":"Jonathan De Bruin","orcid":"https://orcid.org/0000-0002-4297-0502"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Jonathan de Bruin","raw_affiliation_strings":["Department of Research and Data Management Services, Information Technology Services, Utrecht University, Utrecht, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Research and Data Management Services, Information Technology Services, Utrecht University, Utrecht, Netherlands","institution_ids":["https://openalex.org/I193662353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054703949","display_name":"Gerbrich Ferdinands","orcid":"https://orcid.org/0000-0002-4998-3293"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Gerbrich Ferdinands","raw_affiliation_strings":["Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands","institution_ids":["https://openalex.org/I193662353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058224640","display_name":"Jan de Boer","orcid":"https://orcid.org/0000-0001-9188-9324"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Jan de Boer","raw_affiliation_strings":["Utrecht University Library, Utrecht University, Utrecht, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Utrecht University Library, Utrecht University, Utrecht, Netherlands","institution_ids":["https://openalex.org/I193662353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091955767","display_name":"Pablo Vizan","orcid":null},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Pablo Vizan","raw_affiliation_strings":["Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands","institution_ids":["https://openalex.org/I193662353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011434098","display_name":"Sofie van den Brand","orcid":null},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Sofie van den Brand","raw_affiliation_strings":["Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands","institution_ids":["https://openalex.org/I193662353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067702903","display_name":"Claudi Bockting","orcid":"https://orcid.org/0000-0002-9220-9244"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]},{"id":"https://openalex.org/I4210151833","display_name":"Amsterdam University Medical Centers","ror":"https://ror.org/05grdyy37","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I4210151833"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Claudi Bockting","raw_affiliation_strings":["Amsterdam UMC, Department of Psychiatry and Centre for Urban Mental Health, University of Amsterdam, Amsterdam, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Amsterdam UMC, Department of Psychiatry and Centre for Urban Mental Health, University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I4210151833","https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041799420","display_name":"Rens van de Schoot","orcid":"https://orcid.org/0000-0001-7736-2091"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Rens van de Schoot","raw_affiliation_strings":["Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands","institution_ids":["https://openalex.org/I193662353"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047736253","display_name":"Ayoub Bagheri","orcid":"https://orcid.org/0000-0001-6366-2173"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Ayoub Bagheri","raw_affiliation_strings":["Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands","institution_ids":["https://openalex.org/I193662353"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5041799420"],"corresponding_institution_ids":["https://openalex.org/I193662353"],"apc_list":{"value":950,"currency":"USD","value_usd":950},"apc_paid":{"value":950,"currency":"USD","value_usd":950},"fwci":8.0432,"has_fulltext":true,"cited_by_count":33,"citation_normalized_percentile":{"value":0.97954917,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"8","issue":null,"first_page":"1178181","last_page":"1178181"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10206","display_name":"Meta-analysis and systematic reviews","score":0.8672999739646912,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"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/T10206","display_name":"Meta-analysis and systematic reviews","score":0.8672999739646912,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"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/T12488","display_name":"Mental Health via Writing","score":0.01360000018030405,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10243","display_name":"Statistical Methods and Bayesian Inference","score":0.009200000204145908,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7673498392105103},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7213101387023926},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6200767159461975},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5781764984130859},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.43218040466308594}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7673498392105103},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7213101387023926},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6200767159461975},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5781764984130859},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.43218040466308594}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3389/frma.2023.1178181","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frma.2023.1178181","pdf_url":"https://www.frontiersin.org/articles/10.3389/frma.2023.1178181/pdf","source":{"id":"https://openalex.org/S2596295431","display_name":"Frontiers in Research Metrics and Analytics","issn_l":"2504-0537","issn":["2504-0537"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Research Metrics and Analytics","raw_type":"journal-article"},{"id":"pmid:37260784","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37260784","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in research metrics and analytics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10227618","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10227618","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10227618/pdf/frma-08-1178181.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Front Res Metr Anal","raw_type":"Text"},{"id":"pmh:oai:pure.amsterdamumc.nl:openaire/9bacc09c-08fa-43f3-8880-32d6f12fcabe","is_oa":true,"landing_page_url":"https://pure.amsterdamumc.nl/en/publications/9bacc09c-08fa-43f3-8880-32d6f12fcabe","pdf_url":"https://pure.amsterdamumc.nl/ws/files/142723249/Active-learning-based-systematic-reviewing-using-switching-classification-models.pdf","source":{"id":"https://openalex.org/S7407055222","display_name":"Pure Amsterdam UMC","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Teijema, J J, Hofstee, L, Brouwer, M, de Bruin, J, Ferdinands, G, de Boer, J, Vizan, P, van den Brand, S, Bockting, C, van de Schoot, R & Bagheri, A 2023, 'Active learning-based systematic reviewing using switching classification models : the case of the onset, maintenance, and relapse of depressive disorders', Frontiers in Research Metrics and Analytics, vol. 8, 1178181. https://doi.org/10.3389/frma.2023.1178181","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:doaj.org/article:23dc86b3683743ce9a2e4b2ab116f727","is_oa":true,"landing_page_url":"https://doaj.org/article/23dc86b3683743ce9a2e4b2ab116f727","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Research Metrics and Analytics, Vol 8 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/frma.2023.1178181","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frma.2023.1178181","pdf_url":"https://www.frontiersin.org/articles/10.3389/frma.2023.1178181/pdf","source":{"id":"https://openalex.org/S2596295431","display_name":"Frontiers in Research Metrics and Analytics","issn_l":"2504-0537","issn":["2504-0537"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Research Metrics and Analytics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321008","display_name":"Universiteit van Amsterdam","ror":"https://ror.org/04dkp9463"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4376645833.pdf"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W71228264","https://openalex.org/W168362576","https://openalex.org/W1576278180","https://openalex.org/W1922126009","https://openalex.org/W2029885956","https://openalex.org/W2099419573","https://openalex.org/W2108833668","https://openalex.org/W2117130368","https://openalex.org/W2118919108","https://openalex.org/W2132910334","https://openalex.org/W2156387975","https://openalex.org/W2161374186","https://openalex.org/W2239735445","https://openalex.org/W2616463902","https://openalex.org/W2744998402","https://openalex.org/W2884443195","https://openalex.org/W2963126915","https://openalex.org/W2985119860","https://openalex.org/W2990461417","https://openalex.org/W2999536597","https://openalex.org/W3111278950","https://openalex.org/W3139098936","https://openalex.org/W3175170601","https://openalex.org/W3183585127","https://openalex.org/W3188846147","https://openalex.org/W3204752190","https://openalex.org/W4206293123","https://openalex.org/W4206723194","https://openalex.org/W4285593393","https://openalex.org/W4317746092","https://openalex.org/W4376645833","https://openalex.org/W4381435533","https://openalex.org/W4394022295","https://openalex.org/W6674330103","https://openalex.org/W6682889407","https://openalex.org/W6736878346","https://openalex.org/W6950389097"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4224009465","https://openalex.org/W4286629047","https://openalex.org/W4306321456","https://openalex.org/W4285260836","https://openalex.org/W3046775127","https://openalex.org/W4226239449","https://openalex.org/W2556319748","https://openalex.org/W4319430317"],"abstract_inverted_index":{"Introduction:":[0],"This":[1],"study":[2],"examines":[3],"the":[4,24,34,38,64,98,108,124],"performance":[5,39,86,94],"of":[6,27,42,66,110],"active":[7,43,114],"learning-aided":[8,44],"systematic":[9,45,116],"reviews":[10],"using":[11,97],"a":[12,49,127,140,146],"deep":[13],"learning-based":[14,115],"model":[15,101,143],"compared":[16,95],"to":[17,96,122,139],"traditional":[18],"machine":[19],"learning":[20],"approaches,":[21],"and":[22,40,57,61,137],"explores":[23],"potential":[25],"benefits":[26],"model-switching":[28,67,111],"strategies.":[29],"Methods:":[30],"Comprising":[31],"four":[32],"parts,":[33],"study:":[35],"1)":[36],"analyzes":[37],"stability":[41],"review;":[46],"2)":[47],"implements":[48],"convolutional":[50],"neural":[51],"network":[52],"classifier;":[53],"3)":[54],"compares":[55],"classifier":[56],"feature":[58],"extractor":[59],"performance;":[60],"4)":[62],"investigates":[63],"impact":[65],"strategies":[68,91,112],"on":[69,145],"review":[70,117,125],"performance.":[71],"Results:":[72],"Lighter":[73],"models":[74,83],"perform":[75],"well":[76],"in":[77,87,113],"early":[78],"simulation":[79],"stages,":[80],"while":[81],"other":[82],"show":[84],"increased":[85],"later":[88],"stages.":[89],"Model-switching":[90],"generally":[92],"improve":[93],"default":[99],"classification":[100,142],"alone.":[102],"Discussion:":[103],"The":[104],"study's":[105],"findings":[106],"support":[107],"use":[109],"workflows.":[118],"It":[119],"is":[120],"advised":[121],"begin":[123],"with":[126],"light":[128],"model,":[129],"such":[130],"as":[131],"Na\u00efve":[132],"Bayes":[133],"or":[134],"logistic":[135],"regression,":[136],"switch":[138],"heavier":[141],"based":[144],"heuristic":[147],"rule":[148],"when":[149],"needed.":[150]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":5}],"updated_date":"2026-05-08T15:41:06.802602","created_date":"2025-10-10T00:00:00"}
