{"id":"https://openalex.org/W4295117917","doi":"https://doi.org/10.1186/s12885-022-10059-8","title":"Machine learning-based improvement of MDS-CBC score brings platelets into the limelight to optimize smear review in the hematology laboratory","display_name":"Machine learning-based improvement of MDS-CBC score brings platelets into the limelight to optimize smear review in the hematology laboratory","publication_year":2022,"publication_date":"2022-09-10","ids":{"openalex":"https://openalex.org/W4295117917","doi":"https://doi.org/10.1186/s12885-022-10059-8","pmid":"https://pubmed.ncbi.nlm.nih.gov/36088307","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/9464379"},"language":"en","primary_location":{"id":"doi:10.1186/s12885-022-10059-8","doi":"https://doi.org/10.1186/s12885-022-10059-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12885-022-10059-8","pdf_url":"https://bmccancer.biomedcentral.com/counter/pdf/10.1186/s12885-022-10059-8","source":{"id":"https://openalex.org/S192926780","display_name":"BMC Cancer","issn_l":"1471-2407","issn":["1471-2407"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Cancer","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmccancer.biomedcentral.com/counter/pdf/10.1186/s12885-022-10059-8","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002372572","display_name":"Jaja Zhu","orcid":"https://orcid.org/0000-0003-2846-6681","observed_orcids":["https://orcid.org/0000-0003-2846-6681"]},"institutions":[{"id":"https://openalex.org/I195731000","display_name":"Universit\u00e9 de Versailles Saint-Quentin-en-Yvelines","ror":"https://ror.org/03mkjjy25","country_code":"FR","type":"education","lineage":["https://openalex.org/I195731000","https://openalex.org/I277688954"]},{"id":"https://openalex.org/I277688954","display_name":"Universit\u00e9 Paris-Saclay","ror":"https://ror.org/03xjwb503","country_code":"FR","type":"education","lineage":["https://openalex.org/I277688954"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jaja Zhu","raw_affiliation_strings":["Service d'H\u00e9matologie-Immunologie-Transfusion, H\u00f4pitaux Universitaires Paris Ile De France Ouest, APHP. Paris Saclay, Universit\u00e9 Versailles Saint Quentin-Universit\u00e9 Paris Saclay, Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Service d'H\u00e9matologie-Immunologie-Transfusion, H\u00f4pitaux Universitaires Paris Ile De France Ouest, APHP. Paris Saclay, Universit\u00e9 Versailles Saint Quentin-Universit\u00e9 Paris Saclay, Paris, France","institution_ids":["https://openalex.org/I195731000","https://openalex.org/I277688954"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Pierre Lemaire","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210111631","display_name":"H\u00f4pital Fernand-Widal","ror":"https://ror.org/01zkyzz15","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159","https://openalex.org/I4210111631"]},{"id":"https://openalex.org/I4210119095","display_name":"H\u00f4pital Lariboisi\u00e8re","ror":"https://ror.org/02mqtne57","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159","https://openalex.org/I4210119095"]},{"id":"https://openalex.org/I4387154366","display_name":"Universit\u00e9 Paris Diderot","ror":"https://ror.org/02n7qrg46","country_code":"FR","type":"education","lineage":["https://openalex.org/I204730241","https://openalex.org/I4387154366"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Pierre Lemaire","raw_affiliation_strings":["Service d'H\u00e9matologie biologique, H\u00f4pitaux Universitaires Saint Louis, Lariboisi\u00e8re, Fernand Widal, Universit\u00e9 Paris Diderot, Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Service d'H\u00e9matologie biologique, H\u00f4pitaux Universitaires Saint Louis, Lariboisi\u00e8re, Fernand Widal, Universit\u00e9 Paris Diderot, Paris, France","institution_ids":["https://openalex.org/I4210111631","https://openalex.org/I4210119095","https://openalex.org/I4387154366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113557079","display_name":"St\u00e9phanie Mathis","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210111631","display_name":"H\u00f4pital Fernand-Widal","ror":"https://ror.org/01zkyzz15","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159","https://openalex.org/I4210111631"]},{"id":"https://openalex.org/I4210119095","display_name":"H\u00f4pital Lariboisi\u00e8re","ror":"https://ror.org/02mqtne57","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159","https://openalex.org/I4210119095"]},{"id":"https://openalex.org/I4387154366","display_name":"Universit\u00e9 Paris Diderot","ror":"https://ror.org/02n7qrg46","country_code":"FR","type":"education","lineage":["https://openalex.org/I204730241","https://openalex.org/I4387154366"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"St\u00e9phanie Mathis","raw_affiliation_strings":["Service d'H\u00e9matologie biologique, H\u00f4pitaux Universitaires Saint Louis, Lariboisi\u00e8re, Fernand Widal, Universit\u00e9 Paris Diderot, Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Service d'H\u00e9matologie biologique, H\u00f4pitaux Universitaires Saint Louis, Lariboisi\u00e8re, Fernand Widal, Universit\u00e9 Paris Diderot, Paris, France","institution_ids":["https://openalex.org/I4210111631","https://openalex.org/I4210119095","https://openalex.org/I4387154366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113929392","display_name":"Emily Ronez","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I195731000","display_name":"Universit\u00e9 de Versailles Saint-Quentin-en-Yvelines","ror":"https://ror.org/03mkjjy25","country_code":"FR","type":"education","lineage":["https://openalex.org/I195731000","https://openalex.org/I277688954"]},{"id":"https://openalex.org/I277688954","display_name":"Universit\u00e9 Paris-Saclay","ror":"https://ror.org/03xjwb503","country_code":"FR","type":"education","lineage":["https://openalex.org/I277688954"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Emily Ronez","raw_affiliation_strings":["Service d'H\u00e9matologie-Immunologie-Transfusion, H\u00f4pitaux Universitaires Paris Ile De France Ouest, APHP. Paris Saclay, Universit\u00e9 Versailles Saint Quentin-Universit\u00e9 Paris Saclay, Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Service d'H\u00e9matologie-Immunologie-Transfusion, H\u00f4pitaux Universitaires Paris Ile De France Ouest, APHP. Paris Saclay, Universit\u00e9 Versailles Saint Quentin-Universit\u00e9 Paris Saclay, Paris, France","institution_ids":["https://openalex.org/I195731000","https://openalex.org/I277688954"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048058693","display_name":"Sylvain Clauser","orcid":"https://orcid.org/0000-0003-3308-8902","observed_orcids":["https://orcid.org/0000-0003-3308-8902"]},"institutions":[{"id":"https://openalex.org/I195731000","display_name":"Universit\u00e9 de Versailles Saint-Quentin-en-Yvelines","ror":"https://ror.org/03mkjjy25","country_code":"FR","type":"education","lineage":["https://openalex.org/I195731000","https://openalex.org/I277688954"]},{"id":"https://openalex.org/I277688954","display_name":"Universit\u00e9 Paris-Saclay","ror":"https://ror.org/03xjwb503","country_code":"FR","type":"education","lineage":["https://openalex.org/I277688954"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Sylvain Clauser","raw_affiliation_strings":["Service d'H\u00e9matologie-Immunologie-Transfusion, H\u00f4pitaux Universitaires Paris Ile De France Ouest, APHP. Paris Saclay, Universit\u00e9 Versailles Saint Quentin-Universit\u00e9 Paris Saclay, Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Service d'H\u00e9matologie-Immunologie-Transfusion, H\u00f4pitaux Universitaires Paris Ile De France Ouest, APHP. Paris Saclay, Universit\u00e9 Versailles Saint Quentin-Universit\u00e9 Paris Saclay, Paris, France","institution_ids":["https://openalex.org/I195731000","https://openalex.org/I277688954"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086746103","display_name":"Katayoun Jondeau","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I195731000","display_name":"Universit\u00e9 de Versailles Saint-Quentin-en-Yvelines","ror":"https://ror.org/03mkjjy25","country_code":"FR","type":"education","lineage":["https://openalex.org/I195731000","https://openalex.org/I277688954"]},{"id":"https://openalex.org/I4210097159","display_name":"Assistance Publique \u2013 H\u00f4pitaux de Paris","ror":"https://ror.org/00pg5jh14","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Katayoun Jondeau","raw_affiliation_strings":["Unit\u00e9 fonctionnelle d'H\u00e9matologie clinique, Service de M\u00e9decine Interne, APHP. Paris Saclay, Universit\u00e9 Versailles Saint Quentin, Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Unit\u00e9 fonctionnelle d'H\u00e9matologie clinique, Service de M\u00e9decine Interne, APHP. Paris Saclay, Universit\u00e9 Versailles Saint Quentin, Paris, France","institution_ids":["https://openalex.org/I195731000","https://openalex.org/I4210097159"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014838075","display_name":"Pierre Fenaux","orcid":"https://orcid.org/0000-0002-0468-3553","observed_orcids":["https://orcid.org/0000-0002-0468-3553"]},"institutions":[{"id":"https://openalex.org/I4210111631","display_name":"H\u00f4pital Fernand-Widal","ror":"https://ror.org/01zkyzz15","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159","https://openalex.org/I4210111631"]},{"id":"https://openalex.org/I4210138283","display_name":"Groupe Francophone des My\u00e9lodysplasies","ror":"https://ror.org/04db0ec72","country_code":"FR","type":"nonprofit","lineage":["https://openalex.org/I4210138283"]},{"id":"https://openalex.org/I4210144610","display_name":"H\u00f4pital Saint-Louis","ror":"https://ror.org/049am9t04","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159","https://openalex.org/I4210144610"]},{"id":"https://openalex.org/I4387154366","display_name":"Universit\u00e9 Paris Diderot","ror":"https://ror.org/02n7qrg46","country_code":"FR","type":"education","lineage":["https://openalex.org/I204730241","https://openalex.org/I4387154366"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Pierre Fenaux","raw_affiliation_strings":["Groupe Francophone des My\u00e9lodysplasies, H\u00f4pital Saint Louis, Paris, France","Service d'H\u00e9matologie Seniors, H\u00f4pitaux Universitaires Saint Louis, Lariboisi\u00e8re, Fernand Widal, Universit\u00e9 Paris Diderot, Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Groupe Francophone des My\u00e9lodysplasies, H\u00f4pital Saint Louis, Paris, France","institution_ids":["https://openalex.org/I4210138283","https://openalex.org/I4210144610"]},{"raw_affiliation_string":"Service d'H\u00e9matologie Seniors, H\u00f4pitaux Universitaires Saint Louis, Lariboisi\u00e8re, Fernand Widal, Universit\u00e9 Paris Diderot, Paris, France","institution_ids":["https://openalex.org/I4210111631","https://openalex.org/I4387154366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007605254","display_name":"Lionel Ad\u00e8s","orcid":"https://orcid.org/0000-0002-9020-8766","observed_orcids":["https://orcid.org/0000-0002-9020-8766"]},"institutions":[{"id":"https://openalex.org/I4210111631","display_name":"H\u00f4pital Fernand-Widal","ror":"https://ror.org/01zkyzz15","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159","https://openalex.org/I4210111631"]},{"id":"https://openalex.org/I4210138283","display_name":"Groupe Francophone des My\u00e9lodysplasies","ror":"https://ror.org/04db0ec72","country_code":"FR","type":"nonprofit","lineage":["https://openalex.org/I4210138283"]},{"id":"https://openalex.org/I4210144610","display_name":"H\u00f4pital Saint-Louis","ror":"https://ror.org/049am9t04","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159","https://openalex.org/I4210144610"]},{"id":"https://openalex.org/I4387154366","display_name":"Universit\u00e9 Paris Diderot","ror":"https://ror.org/02n7qrg46","country_code":"FR","type":"education","lineage":["https://openalex.org/I204730241","https://openalex.org/I4387154366"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Lionel Ad\u00e8s","raw_affiliation_strings":["Groupe Francophone des My\u00e9lodysplasies, H\u00f4pital Saint Louis, Paris, France","Service d'H\u00e9matologie Seniors, H\u00f4pitaux Universitaires Saint Louis, Lariboisi\u00e8re, Fernand Widal, Universit\u00e9 Paris Diderot, Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Groupe Francophone des My\u00e9lodysplasies, H\u00f4pital Saint Louis, Paris, France","institution_ids":["https://openalex.org/I4210138283","https://openalex.org/I4210144610"]},{"raw_affiliation_string":"Service d'H\u00e9matologie Seniors, H\u00f4pitaux Universitaires Saint Louis, Lariboisi\u00e8re, Fernand Widal, Universit\u00e9 Paris Diderot, Paris, France","institution_ids":["https://openalex.org/I4210111631","https://openalex.org/I4387154366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072173051","display_name":"Val\u00e9rie Bardet","orcid":"https://orcid.org/0000-0003-0271-3357","observed_orcids":["https://orcid.org/0000-0003-0271-3357"]},"institutions":[{"id":"https://openalex.org/I195731000","display_name":"Universit\u00e9 de Versailles Saint-Quentin-en-Yvelines","ror":"https://ror.org/03mkjjy25","country_code":"FR","type":"education","lineage":["https://openalex.org/I195731000","https://openalex.org/I277688954"]},{"id":"https://openalex.org/I277688954","display_name":"Universit\u00e9 Paris-Saclay","ror":"https://ror.org/03xjwb503","country_code":"FR","type":"education","lineage":["https://openalex.org/I277688954"]},{"id":"https://openalex.org/I4210097159","display_name":"Assistance Publique \u2013 H\u00f4pitaux de Paris","ror":"https://ror.org/00pg5jh14","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159"]},{"id":"https://openalex.org/I4210138283","display_name":"Groupe Francophone des My\u00e9lodysplasies","ror":"https://ror.org/04db0ec72","country_code":"FR","type":"nonprofit","lineage":["https://openalex.org/I4210138283"]},{"id":"https://openalex.org/I4210144610","display_name":"H\u00f4pital Saint-Louis","ror":"https://ror.org/049am9t04","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159","https://openalex.org/I4210144610"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Val\u00e9rie Bardet","raw_affiliation_strings":["Groupe Francophone des My\u00e9lodysplasies, H\u00f4pital Saint Louis, Paris, France. valerie.bardet@aphp.fr","Service d'H\u00e9matologie-Immunologie-Transfusion, H\u00f4pitaux Universitaires Paris Ile De France Ouest, APHP. Paris Saclay, Universit\u00e9 Versailles Saint Quentin-Universit\u00e9 Paris Saclay, Paris, France. valerie.bardet@aphp.fr","Groupe Francophone des My\u00e9lodysplasies, H\u00f4pital Saint Louis, Paris, France"],"raw_orcid":"https://orcid.org/0000-0003-0271-3357","affiliations":[{"raw_affiliation_string":"Groupe Francophone des My\u00e9lodysplasies, H\u00f4pital Saint Louis, Paris, France. valerie.bardet@aphp.fr","institution_ids":["https://openalex.org/I4210138283","https://openalex.org/I4210144610"]},{"raw_affiliation_string":"Service d'H\u00e9matologie-Immunologie-Transfusion, H\u00f4pitaux Universitaires Paris Ile De France Ouest, APHP. Paris Saclay, Universit\u00e9 Versailles Saint Quentin-Universit\u00e9 Paris Saclay, Paris, France. valerie.bardet@aphp.fr","institution_ids":["https://openalex.org/I195731000","https://openalex.org/I277688954","https://openalex.org/I4210097159"]},{"raw_affiliation_string":"Groupe Francophone des My\u00e9lodysplasies, H\u00f4pital Saint Louis, Paris, France","institution_ids":["https://openalex.org/I4210138283","https://openalex.org/I4210144610"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5072173051"],"corresponding_institution_ids":["https://openalex.org/I195731000","https://openalex.org/I277688954","https://openalex.org/I4210097159","https://openalex.org/I4210138283","https://openalex.org/I4210144610"],"apc_list":{"value":2790,"currency":"USD","value_usd":2790},"apc_paid":{"value":2790,"currency":"USD","value_usd":2790},"fwci":4.5263,"has_fulltext":true,"cited_by_count":32,"citation_normalized_percentile":{"value":0.95973949,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"22","issue":"1","first_page":"972","last_page":"972"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10309","display_name":"Acute Myeloid Leukemia Research","score":0.6704000234603882,"subfield":{"id":"https://openalex.org/subfields/2720","display_name":"Hematology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10309","display_name":"Acute Myeloid Leukemia Research","score":0.6704000234603882,"subfield":{"id":"https://openalex.org/subfields/2720","display_name":"Hematology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11314","display_name":"Clinical Laboratory Practices and Quality Control","score":0.09610000252723694,"subfield":{"id":"https://openalex.org/subfields/3607","display_name":"Medical Laboratory Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13374","display_name":"Hematological disorders and diagnostics","score":0.08089999854564667,"subfield":{"id":"https://openalex.org/subfields/2720","display_name":"Hematology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/myelodysplastic-syndrome","display_name":"myelodysplastic syndrome","score":0.996999979019165},{"id":"https://openalex.org/keywords/complete-blood-count","display_name":"complete blood count","score":0.8080000281333923},{"id":"https://openalex.org/keywords/immature-platelet-fraction","display_name":"immature platelet fraction","score":0.8199999928474426},{"id":"https://openalex.org/keywords/cell-population-data","display_name":"cell population data","score":0.5950000286102295},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.6840000152587891},{"id":"https://openalex.org/keywords/classification-and-regression-trees","display_name":"classification and regression trees","score":0.9890000224113464},{"id":"https://openalex.org/keywords/mcv","display_name":"MCV","score":0.5619999766349792},{"id":"https://openalex.org/keywords/mds-diagnosis","display_name":"MDS diagnosis","score":0.5820000171661377},{"id":"https://openalex.org/keywords/cytopenia","display_name":"cytopenia","score":0.6620000004768372}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7721242904663086},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.5481399297714233},{"id":"https://openalex.org/C2776376844","wikidata":"https://www.wikidata.org/wiki/Q886518","display_name":"Complete blood count","level":2,"score":0.5375713109970093},{"id":"https://openalex.org/C194409129","wikidata":"https://www.wikidata.org/wiki/Q103824","display_name":"Hematology","level":2,"score":0.5215156674385071},{"id":"https://openalex.org/C2780817109","wikidata":"https://www.wikidata.org/wiki/Q954625","display_name":"Myelodysplastic syndromes","level":3,"score":0.49945831298828125},{"id":"https://openalex.org/C143998085","wikidata":"https://www.wikidata.org/wiki/Q162555","display_name":"Oncology","level":1,"score":0.4715304970741272},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4464973211288452},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4215978682041168},{"id":"https://openalex.org/C203014093","wikidata":"https://www.wikidata.org/wiki/Q101929","display_name":"Immunology","level":1,"score":0.3701847195625305},{"id":"https://openalex.org/C2780007613","wikidata":"https://www.wikidata.org/wiki/Q546523","display_name":"Bone marrow","level":2,"score":0.2634729743003845},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08414128422737122},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000740","descriptor_name":"Anemia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001772","descriptor_name":"Blood Cell Count","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001792","descriptor_name":"Blood Platelets","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006405","descriptor_name":"Hematology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009190","descriptor_name":"Myelodysplastic Syndromes","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D013921","descriptor_name":"Thrombocytopenia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1186/s12885-022-10059-8","doi":"https://doi.org/10.1186/s12885-022-10059-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12885-022-10059-8","pdf_url":"https://bmccancer.biomedcentral.com/counter/pdf/10.1186/s12885-022-10059-8","source":{"id":"https://openalex.org/S192926780","display_name":"BMC Cancer","issn_l":"1471-2407","issn":["1471-2407"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Cancer","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9464379","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9464379","pdf_url":null,"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,"listed_in":[],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Cancer","raw_type":"Text"},{"id":"pmid:36088307","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36088307","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,"listed_in":[],"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":"BMC cancer","raw_type":"Journal Article"},{"id":"pmh:oai:HAL:hal-03888899v1","doi":null,"is_oa":true,"landing_page_url":"https://hal.science/hal-03888899","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"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":"BMC Cancer, 2022, 22 (1), &#x27E8;10.1186/s12885-022-10059-8&#x27E9;","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:15c6f82c53f54ec1ab073be9eff87de4","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/15c6f82c53f54ec1ab073be9eff87de4","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,"listed_in":[],"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":"BMC Cancer, Vol 22, Iss 1, Pp 1-10 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12885-022-10059-8","doi":"https://doi.org/10.1186/s12885-022-10059-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12885-022-10059-8","pdf_url":"https://bmccancer.biomedcentral.com/counter/pdf/10.1186/s12885-022-10059-8","source":{"id":"https://openalex.org/S192926780","display_name":"BMC Cancer","issn_l":"1471-2407","issn":["1471-2407"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Cancer","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.9763000011444092,"display_name":"Good health and well-being"}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4295117917.pdf","grobid_xml":"https://content.openalex.org/works/W4295117917.grobid-xml"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W178005964","https://openalex.org/W187238933","https://openalex.org/W1574422704","https://openalex.org/W1999293806","https://openalex.org/W2009650262","https://openalex.org/W2025031772","https://openalex.org/W2152703029","https://openalex.org/W2164762197","https://openalex.org/W2326726820","https://openalex.org/W2782647773","https://openalex.org/W2899903562","https://openalex.org/W3040282349","https://openalex.org/W3091477274","https://openalex.org/W3124963306","https://openalex.org/W4200243934"],"related_works":["https://openalex.org/W6940107676","https://openalex.org/W2899903562","https://openalex.org/W2987209570","https://openalex.org/W4280516492","https://openalex.org/W1505448558","https://openalex.org/W4283512771","https://openalex.org/W4405263024","https://openalex.org/W2790293865","https://openalex.org/W2914124743","https://openalex.org/W2953351749"],"abstract_inverted_index":{"BACKGROUND:":[0],"Myelodysplastic":[1],"syndromes":[2],"(MDS)":[3],"are":[4,123],"clonal":[5],"hematopoietic":[6],"diseases":[7],"of":[8,25,33,59,104,109,114,164,173,220,253],"the":[9,56,78,102,112,133,152,199,218,228,245,305],"elderly":[10],"characterized":[11],"by":[12,150],"chronic":[13,117],"cytopenias,":[14,179],"ineffective":[15],"and":[16,22,93,121,128,226,242,251,274,288,317],"dysplastic":[17,165],"haematopoiesis,":[18],"recurrent":[19],"genetic":[20],"abnormalities":[21],"increased":[23,71,100],"risk":[24],"progression":[26],"to":[27,41,73,197,214,286,293,309],"acute":[28],"myeloid":[29,307],"leukemia.":[30,119],"A":[31],"challenge":[32],"routine":[34,314],"laboratory":[35,266,315],"Complete":[36],"Blood":[37],"Counts":[38],"(CBC)":[39],"is":[40,99],"correctly":[42],"identify":[43,198],"MDS":[44,115,182,204,311],"patients":[45],"while":[46],"simultaneously":[47],"avoiding":[48],"excess":[49],"smear":[50,54,319],"reviews.":[51,320],"To":[52,256],"optimize":[53,318],"review,":[55],"latest":[57],"generations":[58],"hematology":[60],"analyzers":[61],"provide":[62],"new":[63],"cell":[64],"population":[65],"data":[66],"(CPD)":[67],"parameters":[68,202,223],"with":[69,178],"an":[70,289,298],"ability":[72],"screen":[74],"MDS,":[75],"among":[76],"which":[77,260],"previously":[79],"described":[80],"MDS-CBC":[81,134,272,282,300],"Score,":[82],"based":[83],"on":[84,224,313],"Absolute":[85],"Neutrophil":[86],"Count":[87],"(ANC),":[88],"structural":[89],"neutrophil":[90],"dispersion":[91],"(Ne-WX)":[92],"mean":[94],"corpuscular":[95],"volume":[96],"(MCV).":[97],"Ne-WX":[98,120,241],"in":[101,111],"presence":[103],"hypogranulated/degranulated":[105],"neutrophils,":[106],"a":[107,157,161,171,185,194,281],"hallmark":[108],"dysplasia":[110],"context":[113],"or":[116],"myelomonocytic":[118],"MCV":[122],"CPD":[124,158,303],"derived":[125],"from":[126,304],"leukocytes":[127],"red":[129],"blood":[130],"cells,":[131],"therefore":[132],"score":[135,146,273,283],"does":[136],"not":[137],"include":[138],"any":[139],"platelet-derived":[140],"CPD.":[141],"We":[142,206,296],"asked":[143],"whether":[144],"this":[145],"could":[147,261],"be":[148,262],"improved":[149],"adding":[151],"immature":[153],"platelet":[154],"fraction":[155],"(IPF),":[156],"used":[159,189],"as":[160,244],"surrogate":[162],"marker":[163],"thrombopoiesis.":[166],"METHODS:":[167],"Here,":[168],"we":[169,188,239,268],"studied":[170],"cohort":[172],"more":[174],"than":[175],"500":[176],"individuals":[177],"including":[180,302],"168":[181],"patients.":[183],"In":[184],"first":[186],"step,":[187],"Breiman's":[190],"random":[191,236],"forests":[192,237],"algorithm,":[193,238],"machine-learning":[195],"approach,":[196],"most":[200],"relevant":[201],"for":[203],"prediction.":[205],"then":[207],"designed":[208,269],"Classification":[209],"And":[210],"Regression":[211],"Trees":[212],"(CART)":[213],"evaluate,":[215],"using":[216,280],"resampling,":[217],"effect":[219],"model":[221,230],"tuning":[222],"performance":[225],"choose":[227],"\"optimal\"":[229],"across":[231],"these":[232],"parameters.":[233],"RESULTS:":[234],"Using":[235],"identified":[240],"IPF":[243,290],"strongest":[246],"discriminatory":[247],"predictors,":[248],"explaining":[249],"37":[250],"33%":[252],"diagnoses":[254],"respectively.":[255],"obtain":[257],"\"simplified\"":[258],"trees,":[259],"easily":[263],"implemented":[264],"into":[265],"middlewares,":[267],"CART":[270],"combining":[271],"IPF.":[275],"Optimal":[276],"results":[277],"were":[278],"obtained":[279],"threshold":[284,291],"equal":[285,292],"0.23,":[287],"3%.":[294],"CONCLUSIONS:":[295],"propose":[297],"extended":[299],"score,":[301],"three":[306],"lineages,":[308],"improve":[310],"diagnosis":[312],"CBCs":[316]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":5}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2022-09-10T00:00:00"}
