{"id":"https://openalex.org/W4406229301","doi":"https://doi.org/10.1371/journal.pcbi.1012711","title":"Eight quick tips for biologically and medically informed machine learning","display_name":"Eight quick tips for biologically and medically informed machine learning","publication_year":2025,"publication_date":"2025-01-09","ids":{"openalex":"https://openalex.org/W4406229301","doi":"https://doi.org/10.1371/journal.pcbi.1012711","pmid":"https://pubmed.ncbi.nlm.nih.gov/39787089"},"language":"en","primary_location":{"id":"doi:10.1371/journal.pcbi.1012711","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1012711","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1012711&type=printable","source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1012711&type=printable","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045802198","display_name":"Luca Oneto","orcid":"https://orcid.org/0000-0002-8445-395X"},"institutions":[{"id":"https://openalex.org/I4210139705","display_name":"Ingegneria dei Sistemi (Italy)","ror":"https://ror.org/03spsm219","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210139705"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Luca Oneto","raw_affiliation_strings":["Dipartimento di Informatica Bioingegneria Robotica e Ingegneria dei Sistemi, Universit\u00e0 di Genova, Genoa, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Informatica Bioingegneria Robotica e Ingegneria dei Sistemi, Universit\u00e0 di Genova, Genoa, Italy","institution_ids":["https://openalex.org/I4210139705"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011556172","display_name":"Davide Chicco","orcid":"https://orcid.org/0000-0001-9655-7142"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]},{"id":"https://openalex.org/I66752286","display_name":"University of Milano-Bicocca","ror":"https://ror.org/01ynf4891","country_code":"IT","type":"education","lineage":["https://openalex.org/I66752286"]}],"countries":["CA","IT"],"is_corresponding":true,"raw_author_name":"Davide Chicco","raw_affiliation_strings":["Dipartimento di Informatica Sistemistica e Comunicazione, Universit\u00e0 di Milano-Bicocca, Milan, Italy","Institute of Health Policy Management and Evaluation, University of Toronto, Toronto, Ontario, Canada"],"raw_orcid":"https://orcid.org/0000-0001-9655-7142","affiliations":[{"raw_affiliation_string":"Dipartimento di Informatica Sistemistica e Comunicazione, Universit\u00e0 di Milano-Bicocca, Milan, Italy","institution_ids":["https://openalex.org/I66752286"]},{"raw_affiliation_string":"Institute of Health Policy Management and Evaluation, University of Toronto, Toronto, Ontario, Canada","institution_ids":["https://openalex.org/I185261750"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5011556172","https://openalex.org/A5045802198"],"corresponding_institution_ids":["https://openalex.org/I185261750","https://openalex.org/I4210139705","https://openalex.org/I66752286"],"apc_list":{"value":2655,"currency":"USD","value_usd":2655},"apc_paid":{"value":2655,"currency":"USD","value_usd":2655},"fwci":15.2457,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.98641505,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"21","issue":"1","first_page":"e1012711","last_page":"e1012711"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9927999973297119,"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"}},"topics":[{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9927999973297119,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9908000230789185,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.9876000285148621,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.768280029296875},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7244059443473816},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7161182165145874},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.597355842590332},{"id":"https://openalex.org/keywords/informatics","display_name":"Informatics","score":0.5689554810523987},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.41583144664764404},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3935111165046692},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.16758325695991516},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07627096772193909}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.768280029296875},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7244059443473816},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7161182165145874},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.597355842590332},{"id":"https://openalex.org/C191630685","wikidata":"https://www.wikidata.org/wiki/Q4027615","display_name":"Informatics","level":2,"score":0.5689554810523987},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.41583144664764404},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3935111165046692},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.16758325695991516},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07627096772193909},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008490","descriptor_name":"Medical Informatics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008490","descriptor_name":"Medical Informatics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008490","descriptor_name":"Medical Informatics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":7,"locations":[{"id":"doi:10.1371/journal.pcbi.1012711","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1012711","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1012711&type=printable","source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},{"id":"pmid:39787089","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39787089","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":"PLoS computational biology","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11717244","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11717244","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11717244/pdf/pcbi.1012711.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":"PLoS Comput Biol","raw_type":"Text"},{"id":"pmh:oai:RePEc:plo:pcbi00:1012711","is_oa":false,"landing_page_url":"https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1012711","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:boa.unimib.it:10281/536823","is_oa":true,"landing_page_url":"https://hdl.handle.net/10281/536823","pdf_url":null,"source":{"id":"https://openalex.org/S4306401259","display_name":"BOA (University of Milano-Bicocca)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66752286","host_organization_name":"University of Milano-Bicocca","host_organization_lineage":["https://openalex.org/I66752286"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:76cc972901174a5a81b41de1022320c4","is_oa":true,"landing_page_url":"https://doaj.org/article/76cc972901174a5a81b41de1022320c4","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":"PLoS Computational Biology, Vol 21, Iss 1, p e1012711 (2025)","raw_type":"article"},{"id":"pmh:oai:unige.iris.cineca.it:11567/1297258","is_oa":false,"landing_page_url":"https://hdl.handle.net/11567/1297258","pdf_url":null,"source":{"id":"https://openalex.org/S4377196291","display_name":"CINECA IRIS Institutial Research Information System (University of Genoa)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I83816512","host_organization_name":"University of Genoa","host_organization_lineage":["https://openalex.org/I83816512"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1371/journal.pcbi.1012711","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1012711","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1012711&type=printable","source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5799999833106995,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G1303340219","display_name":null,"funder_award_id":"2023-2027","funder_id":"https://openalex.org/F4320317295","funder_display_name":"Dipartimenti di Eccellenza"},{"id":"https://openalex.org/G1941997073","display_name":null,"funder_award_id":"Dipartimenti di Eccellenza 2023-2027","funder_id":"https://openalex.org/F4320331528","funder_display_name":"Ministero dell'Universit\u00e0 e della Ricerca"},{"id":"https://openalex.org/G3786257525","display_name":null,"funder_award_id":"PE00000013","funder_id":"https://openalex.org/F4320331528","funder_display_name":"Ministero dell'Universit\u00e0 e della Ricerca"},{"id":"https://openalex.org/G4508289328","display_name":null,"funder_award_id":"PE00000013","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G4792622945","display_name":null,"funder_award_id":"2023-2027","funder_id":"https://openalex.org/F4320331528","funder_display_name":"Ministero dell'Universit\u00e0 e della Ricerca"}],"funders":[{"id":"https://openalex.org/F4320317295","display_name":"Dipartimenti di Eccellenza","ror":null},{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320331528","display_name":"Ministero dell'Universit\u00e0 e della Ricerca","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406229301.pdf","grobid_xml":"https://content.openalex.org/works/W4406229301.grobid-xml"},"referenced_works_count":91,"referenced_works":["https://openalex.org/W45948885","https://openalex.org/W1965790906","https://openalex.org/W1968382311","https://openalex.org/W1968839521","https://openalex.org/W1982032418","https://openalex.org/W2024812658","https://openalex.org/W2032350460","https://openalex.org/W2056967673","https://openalex.org/W2092196566","https://openalex.org/W2100929382","https://openalex.org/W2138178898","https://openalex.org/W2144981148","https://openalex.org/W2161336914","https://openalex.org/W2191243614","https://openalex.org/W2548829559","https://openalex.org/W2594917386","https://openalex.org/W2802802541","https://openalex.org/W2910705748","https://openalex.org/W2951674724","https://openalex.org/W2955232491","https://openalex.org/W2963015369","https://openalex.org/W2964303497","https://openalex.org/W2972268045","https://openalex.org/W2979345840","https://openalex.org/W2983484109","https://openalex.org/W2988347076","https://openalex.org/W3003790196","https://openalex.org/W3006087551","https://openalex.org/W3016970897","https://openalex.org/W3022121690","https://openalex.org/W3038922487","https://openalex.org/W3046699959","https://openalex.org/W3047245470","https://openalex.org/W3101981467","https://openalex.org/W3103934428","https://openalex.org/W3107213376","https://openalex.org/W3124373176","https://openalex.org/W3127861532","https://openalex.org/W3131976545","https://openalex.org/W3140110652","https://openalex.org/W3158862932","https://openalex.org/W3163993681","https://openalex.org/W3170940710","https://openalex.org/W3174674262","https://openalex.org/W3182767159","https://openalex.org/W3197063311","https://openalex.org/W3198350258","https://openalex.org/W3200136860","https://openalex.org/W3210456004","https://openalex.org/W4200263919","https://openalex.org/W4200453770","https://openalex.org/W4205164650","https://openalex.org/W4206829205","https://openalex.org/W4206914990","https://openalex.org/W4210289118","https://openalex.org/W4211072535","https://openalex.org/W4213215077","https://openalex.org/W4221155892","https://openalex.org/W4223413649","https://openalex.org/W4229804223","https://openalex.org/W4236362309","https://openalex.org/W4240301789","https://openalex.org/W4290973443","https://openalex.org/W4293780037","https://openalex.org/W4300862723","https://openalex.org/W4307905658","https://openalex.org/W4309028162","https://openalex.org/W4309208391","https://openalex.org/W4311557029","https://openalex.org/W4312623428","https://openalex.org/W4321492662","https://openalex.org/W4321598956","https://openalex.org/W4323050290","https://openalex.org/W4376486929","https://openalex.org/W4377078234","https://openalex.org/W4382566490","https://openalex.org/W4385575960","https://openalex.org/W4385732922","https://openalex.org/W4385885462","https://openalex.org/W4386003022","https://openalex.org/W4387580464","https://openalex.org/W4387796251","https://openalex.org/W4390897553","https://openalex.org/W4393088099","https://openalex.org/W4401911799","https://openalex.org/W4402164248","https://openalex.org/W4402173216","https://openalex.org/W4402200785","https://openalex.org/W4405520360","https://openalex.org/W6751069187","https://openalex.org/W6809603787"],"related_works":["https://openalex.org/W2397677514","https://openalex.org/W2914293784","https://openalex.org/W2407382301","https://openalex.org/W1495820741","https://openalex.org/W4323056170","https://openalex.org/W2126732312","https://openalex.org/W2401910071","https://openalex.org/W2189429352","https://openalex.org/W4302329558","https://openalex.org/W1971571384"],"abstract_inverted_index":{"Machine":[0],"learning":[1,54,87,103],"has":[2,25,61,69],"become":[3,62],"a":[4],"powerful":[5],"tool":[6],"for":[7,83,126,134],"computational":[8,136],"analysis":[9],"in":[10,32,89,109],"the":[11,49,65],"biomedical":[12,90],"sciences,":[13],"with":[14],"its":[15],"effectiveness":[16],"significantly":[17],"enhanced":[18],"by":[19],"integrating":[20],"domain-specific":[21],"knowledge.":[22],"This":[23],"integration":[24],"give":[26],"rise":[27],"to":[28,34,55,106],"informed":[29,52,85,101],"machine":[30,46,53,86,102],"learning,":[31],"contrast":[33],"studies":[35],"that":[36],"lack":[37],"domain":[38],"knowledge":[39],"and":[40,57,114],"treat":[41],"all":[42],"variables":[43],"equally":[44],"(uninformed":[45],"learning).":[47],"While":[48],"application":[50],"of":[51,67,100],"bioinformatics":[56],"health":[58],"informatics":[59],"datasets":[60],"more":[63,111],"seamless,":[64],"likelihood":[66],"errors":[68],"also":[70],"increased.":[71],"To":[72],"address":[73],"this":[74],"drawback,":[75],"we":[76,119,128],"present":[77],"eight":[78,123],"guidelines":[79],"outlining":[80],"best":[81],"practices":[82],"employing":[84],"methods":[88],"sciences.":[91],"These":[92],"quick":[93],"tips":[94],"offer":[95],"recommendations":[96],"on":[97],"various":[98],"aspects":[99],"analysis,":[104],"aiming":[105],"assist":[107],"researchers":[108,137],"generating":[110],"robust,":[112],"explainable,":[113],"dependable":[115],"results.":[116],"Even":[117],"if":[118],"originally":[120],"crafted":[121],"these":[122],"simple":[124],"suggestions":[125],"novices,":[127],"believe":[129],"they":[130],"are":[131],"deemed":[132],"relevant":[133],"expert":[135],"as":[138],"well.":[139]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
