{"id":"https://openalex.org/W2895961568","doi":"https://doi.org/10.1371/journal.pone.0205855","title":"Machine learning to support social media empowered patients in cancer care and cancer treatment decisions","display_name":"Machine learning to support social media empowered patients in cancer care and cancer treatment decisions","publication_year":2018,"publication_date":"2018-10-18","ids":{"openalex":"https://openalex.org/W2895961568","doi":"https://doi.org/10.1371/journal.pone.0205855","mag":"2895961568","pmid":"https://pubmed.ncbi.nlm.nih.gov/30335805","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/6193663"},"language":"en","primary_location":{"id":"doi:10.1371/journal.pone.0205855","doi":"https://doi.org/10.1371/journal.pone.0205855","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pone.0205855","pdf_url":"https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0205855&type=printable","source":{"id":"https://openalex.org/S202381698","display_name":"PLoS ONE","issn_l":"1932-6203","issn":["1932-6203"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","erih-plus","jufo-1","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"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 ONE","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","datacite","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0205855&type=printable","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064845769","display_name":"Daswin De Silva","orcid":"https://orcid.org/0000-0003-3878-5969","observed_orcids":["https://orcid.org/0000-0003-3878-5969"]},"institutions":[{"id":"https://openalex.org/I196829312","display_name":"La Trobe University","ror":"https://ror.org/01rxfrp27","country_code":"AU","type":"education","lineage":["https://openalex.org/I196829312"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Daswin De Silva","raw_affiliation_strings":["Research Centre for Data Analytics and Cognition, La Trobe University, Victoria, Australia"],"raw_orcid":"https://orcid.org/0000-0003-3878-5969","affiliations":[{"raw_affiliation_string":"Research Centre for Data Analytics and Cognition, La Trobe University, Victoria, Australia","institution_ids":["https://openalex.org/I196829312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055960955","display_name":"Weranja K. B. Ranasinghe","orcid":"https://orcid.org/0000-0002-4006-0388","observed_orcids":["https://orcid.org/0000-0002-4006-0388"]},"institutions":[{"id":"https://openalex.org/I196829312","display_name":"La Trobe University","ror":"https://ror.org/01rxfrp27","country_code":"AU","type":"education","lineage":["https://openalex.org/I196829312"]},{"id":"https://openalex.org/I2800453128","display_name":"Austin Hospital","ror":"https://ror.org/010mv7n52","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I2800453128","https://openalex.org/I4210163497"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Weranja Ranasinghe","raw_affiliation_strings":["Austin Hospital, Heidelberg, Victoria, Australia","Research Centre for Data Analytics and Cognition, La Trobe University, Victoria, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Austin Hospital, Heidelberg, Victoria, Australia","institution_ids":["https://openalex.org/I2800453128"]},{"raw_affiliation_string":"Research Centre for Data Analytics and Cognition, La Trobe University, Victoria, Australia","institution_ids":["https://openalex.org/I196829312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039314699","display_name":"Tharindu Bandaragoda","orcid":"https://orcid.org/0000-0001-5047-3496","observed_orcids":["https://orcid.org/0000-0001-5047-3496"]},"institutions":[{"id":"https://openalex.org/I196829312","display_name":"La Trobe University","ror":"https://ror.org/01rxfrp27","country_code":"AU","type":"education","lineage":["https://openalex.org/I196829312"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Tharindu Bandaragoda","raw_affiliation_strings":["Research Centre for Data Analytics and Cognition, La Trobe University, Victoria, Australia"],"raw_orcid":"https://orcid.org/0000-0001-5047-3496","affiliations":[{"raw_affiliation_string":"Research Centre for Data Analytics and Cognition, La Trobe University, Victoria, Australia","institution_ids":["https://openalex.org/I196829312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023925179","display_name":"Achini Adikari","orcid":"https://orcid.org/0000-0001-5112-5063","observed_orcids":["https://orcid.org/0000-0001-5112-5063"]},"institutions":[{"id":"https://openalex.org/I196829312","display_name":"La Trobe University","ror":"https://ror.org/01rxfrp27","country_code":"AU","type":"education","lineage":["https://openalex.org/I196829312"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Achini Adikari","raw_affiliation_strings":["Research Centre for Data Analytics and Cognition, La Trobe University, Victoria, Australia"],"raw_orcid":"https://orcid.org/0000-0001-5112-5063","affiliations":[{"raw_affiliation_string":"Research Centre for Data Analytics and Cognition, La Trobe University, Victoria, Australia","institution_ids":["https://openalex.org/I196829312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029640560","display_name":"Nishan Mills","orcid":"https://orcid.org/0000-0003-2157-3767","observed_orcids":["https://orcid.org/0000-0003-2157-3767"]},"institutions":[{"id":"https://openalex.org/I196829312","display_name":"La Trobe University","ror":"https://ror.org/01rxfrp27","country_code":"AU","type":"education","lineage":["https://openalex.org/I196829312"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Nishan Mills","raw_affiliation_strings":["Research Centre for Data Analytics and Cognition, La Trobe University, Victoria, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Centre for Data Analytics and Cognition, La Trobe University, Victoria, Australia","institution_ids":["https://openalex.org/I196829312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065453477","display_name":"Lahiru Iddamalgoda","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I196829312","display_name":"La Trobe University","ror":"https://ror.org/01rxfrp27","country_code":"AU","type":"education","lineage":["https://openalex.org/I196829312"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Lahiru Iddamalgoda","raw_affiliation_strings":["Research Centre for Data Analytics and Cognition, La Trobe University, Victoria, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Centre for Data Analytics and Cognition, La Trobe University, Victoria, Australia","institution_ids":["https://openalex.org/I196829312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008490552","display_name":"Damminda Alahakoon","orcid":"https://orcid.org/0000-0003-3291-888X","observed_orcids":["https://orcid.org/0000-0003-3291-888X"]},"institutions":[{"id":"https://openalex.org/I196829312","display_name":"La Trobe University","ror":"https://ror.org/01rxfrp27","country_code":"AU","type":"education","lineage":["https://openalex.org/I196829312"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Damminda Alahakoon","raw_affiliation_strings":["Research Centre for Data Analytics and Cognition, La Trobe University, Victoria, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Centre for Data Analytics and Cognition, La Trobe University, Victoria, Australia","institution_ids":["https://openalex.org/I196829312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081221251","display_name":"Nathan Lawrentschuk","orcid":"https://orcid.org/0000-0001-8553-5618","observed_orcids":["https://orcid.org/0000-0001-8553-5618"]},"institutions":[{"id":"https://openalex.org/I2800453128","display_name":"Austin Hospital","ror":"https://ror.org/010mv7n52","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I2800453128","https://openalex.org/I4210163497"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Nathan Lawrentschuk","raw_affiliation_strings":["Austin Hospital, Heidelberg, Victoria, Australia"],"raw_orcid":"https://orcid.org/0000-0001-8553-5618","affiliations":[{"raw_affiliation_string":"Austin Hospital, Heidelberg, Victoria, Australia","institution_ids":["https://openalex.org/I2800453128"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012325128","display_name":"Raj A. Persad","orcid":"https://orcid.org/0000-0002-9121-0550","observed_orcids":["https://orcid.org/0000-0002-9121-0550"]},"institutions":[{"id":"https://openalex.org/I1307034911","display_name":"North Bristol NHS Trust","ror":"https://ror.org/036x6gt55","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1307034911","https://openalex.org/I4405276282"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Raj Persad","raw_affiliation_strings":["North Bristol, NHS Trust, Bristol, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Bristol, NHS Trust, Bristol, United Kingdom","institution_ids":["https://openalex.org/I1307034911"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090043052","display_name":"Evgeny Osipov","orcid":"https://orcid.org/0000-0003-0069-640X","observed_orcids":["https://orcid.org/0000-0003-0069-640X"]},"institutions":[{"id":"https://openalex.org/I190632392","display_name":"Lule\u00e5 University of Technology","ror":"https://ror.org/016st3p78","country_code":"SE","type":"education","lineage":["https://openalex.org/I190632392"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Evgeny Osipov","raw_affiliation_strings":["Department of Computer Science, Electrical and Space Engineering, Lule\u00e5 University of Technology, Lule\u00e5, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Electrical and Space Engineering, Lule\u00e5 University of Technology, Lule\u00e5, Sweden","institution_ids":["https://openalex.org/I190632392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077385319","display_name":"Richard John Gray","orcid":"https://orcid.org/0000-0001-9694-4206","observed_orcids":["https://orcid.org/0000-0001-9694-4206"]},"institutions":[{"id":"https://openalex.org/I196829312","display_name":"La Trobe University","ror":"https://ror.org/01rxfrp27","country_code":"AU","type":"education","lineage":["https://openalex.org/I196829312"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Richard Gray","raw_affiliation_strings":["School of Nursing and Midwifery, La Trobe University, Victoria, Australia"],"raw_orcid":"https://orcid.org/0000-0001-9694-4206","affiliations":[{"raw_affiliation_string":"School of Nursing and Midwifery, La Trobe University, Victoria, Australia","institution_ids":["https://openalex.org/I196829312"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021906019","display_name":"Damien Michael Bolton","orcid":"https://orcid.org/0000-0002-5145-6783","observed_orcids":["https://orcid.org/0000-0002-5145-6783"]},"institutions":[{"id":"https://openalex.org/I2800453128","display_name":"Austin Hospital","ror":"https://ror.org/010mv7n52","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I2800453128","https://openalex.org/I4210163497"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Damien Bolton","raw_affiliation_strings":["Austin Hospital, Heidelberg, Victoria, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Austin Hospital, Heidelberg, Victoria, Australia","institution_ids":["https://openalex.org/I2800453128"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5008490552","https://openalex.org/A5012325128","https://openalex.org/A5021906019","https://openalex.org/A5023925179","https://openalex.org/A5029640560","https://openalex.org/A5039314699","https://openalex.org/A5055960955","https://openalex.org/A5064845769","https://openalex.org/A5065453477","https://openalex.org/A5077385319","https://openalex.org/A5081221251","https://openalex.org/A5090043052"],"corresponding_institution_ids":["https://openalex.org/I1307034911","https://openalex.org/I190632392","https://openalex.org/I196829312","https://openalex.org/I2800453128"],"apc_list":{"value":2382,"currency":"USD","value_usd":2382},"apc_paid":{"value":2382,"currency":"USD","value_usd":2382},"fwci":10.9845,"has_fulltext":true,"cited_by_count":91,"citation_normalized_percentile":{"value":0.98779237,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"13","issue":"10","first_page":"e0205855","last_page":"e0205855"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10737","display_name":"Health Literacy and Information Accessibility","score":0.4738999903202057,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10737","display_name":"Health Literacy and Information Accessibility","score":0.4738999903202057,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"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/T12027","display_name":"Social Media in Health Education","score":0.2281000018119812,"subfield":{"id":"https://openalex.org/subfields/3306","display_name":"Health"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.07599999755620956,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/online-support-groups","display_name":"online support groups","score":0.9919999837875366},{"id":"https://openalex.org/keywords/social-media","display_name":"social media","score":0.6990000009536743},{"id":"https://openalex.org/keywords/cancer-treatment-decision-making","display_name":"cancer treatment decision-making","score":0.7940000295639038},{"id":"https://openalex.org/keywords/prostate-cancer","display_name":"prostate cancer","score":0.9390000104904175},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"natural language processing","score":0.7979999780654907},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.4699999988079071},{"id":"https://openalex.org/keywords/patient-behavior","display_name":"patient behavior","score":0.4339999854564667},{"id":"https://openalex.org/keywords/social-influence","display_name":"social influence","score":0.6190000176429749},{"id":"https://openalex.org/keywords/treatment-side-effects","display_name":"treatment side effects","score":0.7710000276565552},{"id":"https://openalex.org/keywords/emotional-expression","display_name":"emotional expression","score":0.6340000033378601},{"id":"https://openalex.org/keywords/patient-journey","display_name":"patient journey","score":0.4129999876022339},{"id":"https://openalex.org/keywords/personalized-healthcare","display_name":"personalized healthcare","score":0.6830000281333923}],"concepts":[{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5511063933372498},{"id":"https://openalex.org/C2679804","wikidata":"https://www.wikidata.org/wiki/Q58434","display_name":"Paternalism","level":2,"score":0.4889746904373169},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.48610424995422363},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4741482138633728},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.44971713423728943},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44159093499183655},{"id":"https://openalex.org/C2778087770","wikidata":"https://www.wikidata.org/wiki/Q2297111","display_name":"Social support","level":2,"score":0.4374707341194153},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.4339461028575897},{"id":"https://openalex.org/C2778729106","wikidata":"https://www.wikidata.org/wiki/Q1140126","display_name":"Social media analytics","level":3,"score":0.4321766495704651},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4128343462944031},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.3983168601989746},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3785495162010193},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.32770276069641113},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.32078391313552856},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.27015557885169983},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.23070591688156128},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.14700400829315186},{"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/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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":"D000328","descriptor_name":"Adult","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":"D000369","descriptor_name":"Aged, 80 and over","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003657","descriptor_name":"Decision Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010358","descriptor_name":"Patient Participation","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":false},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D012657","descriptor_name":"Self-Help Groups","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012944","descriptor_name":"Social Support","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019058","descriptor_name":"Community Networks","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020407","descriptor_name":"Internet","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D033181","descriptor_name":"Information Dissemination","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D061108","descriptor_name":"Social Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":10,"locations":[{"id":"doi:10.1371/journal.pone.0205855","doi":"https://doi.org/10.1371/journal.pone.0205855","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pone.0205855","pdf_url":"https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0205855&type=printable","source":{"id":"https://openalex.org/S202381698","display_name":"PLoS ONE","issn_l":"1932-6203","issn":["1932-6203"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","erih-plus","jufo-1","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"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 ONE","raw_type":"journal-article"},{"id":"pmh:oai:europepmc.org:5162937","doi":null,"is_oa":true,"landing_page_url":"http://europepmc.org/pmc/articles/PMC6193663","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:6193663","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6193663","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":"PLoS One","raw_type":"Text"},{"id":"pmid:30335805","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30335805","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":"PloS one","raw_type":"Journal Article"},{"id":"pmh:oai:RePEc:plo:pone00:0205855","doi":null,"is_oa":false,"landing_page_url":"https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0205855","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,"listed_in":[],"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:doaj.org/article:b0958cfc34c4465b9b36fb632f0c66e7","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/b0958cfc34c4465b9b36fb632f0c66e7","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":"PLoS ONE, Vol 13, Iss 10, p e0205855 (2018)","raw_type":"article"},{"id":"pmh:oai:figshare.com:article/22735058","doi":null,"is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Machine_learning_to_support_social_media_empowered_patients_in_cancer_care_and_cancer_treatment_decisions/22735058","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":"","raw_type":"Text"},{"id":"pmh:oai:jupiter.its.unimelb.edu.au:11343/271385","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/11343/271385","pdf_url":null,"source":{"id":"https://openalex.org/S4377196259","display_name":"Minerva Access (University of Melbourne)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I165779595","host_organization_name":"The University of Melbourne","host_organization_lineage":["https://openalex.org/I165779595"],"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":null,"raw_type":"Journal Article"},{"id":"doi:10.26181/22735058","doi":"https://doi.org/10.26181/22735058","is_oa":true,"landing_page_url":"https://doi.org/10.26181/22735058","pdf_url":null,"source":{"id":"https://openalex.org/S7407052018","display_name":"La Trobe University","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I196829312","host_organization_name":"La Trobe University","host_organization_lineage":["https://openalex.org/I196829312"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"},{"id":"doi:10.26181/22735058.v1","doi":"https://doi.org/10.26181/22735058.v1","is_oa":true,"landing_page_url":"https://doi.org/10.26181/22735058.v1","pdf_url":null,"source":{"id":"https://openalex.org/S7407052018","display_name":"La Trobe University","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I196829312","host_organization_name":"La Trobe University","host_organization_lineage":["https://openalex.org/I196829312"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"}],"best_oa_location":{"id":"doi:10.1371/journal.pone.0205855","doi":"https://doi.org/10.1371/journal.pone.0205855","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pone.0205855","pdf_url":"https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0205855&type=printable","source":{"id":"https://openalex.org/S202381698","display_name":"PLoS ONE","issn_l":"1932-6203","issn":["1932-6203"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","erih-plus","jufo-1","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"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 ONE","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.98580002784729}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2895961568.pdf","grobid_xml":"https://content.openalex.org/works/W2895961568.grobid-xml"},"referenced_works_count":87,"referenced_works":["https://openalex.org/W168564468","https://openalex.org/W1573795912","https://openalex.org/W1603806645","https://openalex.org/W1795134912","https://openalex.org/W1943745580","https://openalex.org/W1965152904","https://openalex.org/W1971983718","https://openalex.org/W1983581902","https://openalex.org/W1987425720","https://openalex.org/W1990529840","https://openalex.org/W2002514548","https://openalex.org/W2004980404","https://openalex.org/W2006620598","https://openalex.org/W2009790391","https://openalex.org/W2014659288","https://openalex.org/W2015831381","https://openalex.org/W2016207542","https://openalex.org/W2021635251","https://openalex.org/W2025724707","https://openalex.org/W2027025688","https://openalex.org/W2027060493","https://openalex.org/W2033208320","https://openalex.org/W2033609349","https://openalex.org/W2034052303","https://openalex.org/W2039087324","https://openalex.org/W2039505511","https://openalex.org/W2044017811","https://openalex.org/W2049487316","https://openalex.org/W2055424618","https://openalex.org/W2064339633","https://openalex.org/W2081642942","https://openalex.org/W2082302018","https://openalex.org/W2090262881","https://openalex.org/W2093862925","https://openalex.org/W2097101873","https://openalex.org/W2099813784","https://openalex.org/W2105596707","https://openalex.org/W2105663228","https://openalex.org/W2107617465","https://openalex.org/W2114595254","https://openalex.org/W2120185140","https://openalex.org/W2120861206","https://openalex.org/W2121764873","https://openalex.org/W2122402213","https://openalex.org/W2122653091","https://openalex.org/W2136715587","https://openalex.org/W2137243498","https://openalex.org/W2140910804","https://openalex.org/W2141085468","https://openalex.org/W2141599568","https://openalex.org/W2141708418","https://openalex.org/W2142045602","https://openalex.org/W2142792787","https://openalex.org/W2143017621","https://openalex.org/W2149628368","https://openalex.org/W2150679001","https://openalex.org/W2159583324","https://openalex.org/W2161299495","https://openalex.org/W2162013407","https://openalex.org/W2168726781","https://openalex.org/W2250978584","https://openalex.org/W2269984690","https://openalex.org/W2273847690","https://openalex.org/W2345195116","https://openalex.org/W2404901863","https://openalex.org/W2519027667","https://openalex.org/W2525984666","https://openalex.org/W2537052583","https://openalex.org/W2548620040","https://openalex.org/W2561981131","https://openalex.org/W2610332124","https://openalex.org/W2731510061","https://openalex.org/W2753465613","https://openalex.org/W2766616396","https://openalex.org/W2767218117","https://openalex.org/W2788403760","https://openalex.org/W2793389659","https://openalex.org/W2807179733","https://openalex.org/W2891745555","https://openalex.org/W2913515420","https://openalex.org/W2919115771","https://openalex.org/W2950797609","https://openalex.org/W2964325543","https://openalex.org/W3027304069","https://openalex.org/W4246717522","https://openalex.org/W6760385162","https://openalex.org/W7015378702"],"related_works":["https://openalex.org/W2766616396","https://openalex.org/W4392945436","https://openalex.org/W2507355723","https://openalex.org/W4206424284","https://openalex.org/W3129166619","https://openalex.org/W3081802592","https://openalex.org/W2564367474","https://openalex.org/W4407206610","https://openalex.org/W2972097853","https://openalex.org/W4412535534"],"abstract_inverted_index":{"BACKGROUND:":[0],"A":[1],"primary":[2],"variant":[3],"of":[4,20,50,60,70,79,108,140,181,190,242,254,265,285,288,305,349],"social":[5,152,183,289],"media,":[6],"online":[7,147,182],"support":[8,22,148,260,269,348],"groups":[9],"(OSG)":[10],"extend":[11],"beyond":[12],"the":[13,75,87,106,151,179,186,213,245,252,286,328],"standard":[14],"definition":[15],"to":[16,33,46,92,177,263,270,315,334,364],"incorporate":[17],"a":[18,192,209,282],"dimension":[19],"advice,":[21],"and":[23,38,68,77,94,105,118,129,137,143,169,200,224,240,258,267,299,337,359],"guidance":[24],"for":[25,57,134,295,313],"patients.":[26],"OSG":[27,56,306],"are":[28,167,281],"complementary,":[29],"yet":[30],"significant":[31],"adjunct":[32],"patient":[34,88,141,155,317,350],"journeys.":[35],"Machine":[36],"learning":[37,128],"natural":[39,130],"language":[40,131],"processing":[41,132],"techniques":[42,133],"can":[43,96,331,356],"be":[44,332,357],"applied":[45,360],"these":[47],"large":[48],"volumes":[49],"unstructured":[51],"text":[52],"discussions":[53,235],"accumulated":[54],"in":[55,146,233,321,347],"intelligent":[58,135],"extraction":[59],"patient-reported":[61,82,342],"demographics,":[62,158],"behaviours,":[63,156],"decisions,":[64,157],"treatment,":[65,197],"side":[66,198],"effects":[67,199],"expressions":[69,241],"emotions.":[71],"New":[72],"insights":[73,340],"from":[74,90,256,278,341],"fusion":[76],"synthesis":[78],"such":[80],"diverse":[81,231],"information,":[83],"as":[84,162,208,319,362],"expressed":[85,164,202,320],"throughout":[86],"journey":[89],"diagnosis":[91],"treatment":[93,193],"recovery,":[95],"contribute":[97],"towards":[98],"informed":[99],"decision-making":[100,216],"on":[101,185,236,344],"personalized":[102],"healthcare":[103,109,352],"delivery":[104],"development":[107],"policy":[110],"guidelines.":[111],"METHODS":[112],"AND":[113],"FINDINGS:":[114],"We":[115,323],"have":[116,324],"designed":[117],"developed":[119],"an":[120],"artificial":[121],"intelligence":[122],"based":[123],"analytics":[124],"framework":[125],"using":[126,205],"machine":[127],"analysis":[136],"automated":[138],"aggregation":[139],"information":[142,257,266,343],"interaction":[144],"trajectories":[145],"groups.":[149],"Alongside":[150],"interactions":[153],"aspect,":[154],"clinical":[159,237,298],"factors,":[160],"emotions,":[161],"subsequently":[163],"over":[165,203],"time,":[166,204,251],"extracted":[168],"analysed.":[170],"More":[171],"specifically,":[172],"we":[173],"utilised":[174,333],"this":[175,279],"platform":[176,330,355],"investigate":[178],"impact":[180],"influences":[184],"intimate":[187],"decision":[188],"scenario":[189],"selecting":[191],"type,":[194],"recovery":[195],"after":[196],"emotions":[201],"prostate":[206,345],"cancer":[207],"model.":[210],"Results":[211],"manifest":[212],"three":[214],"major":[215],"behaviours":[217,232,262],"among":[218],"patients,":[219,292],"Paternalistic":[220],"group,":[221],"Autonomous":[222],"group":[223,229],"Shared":[225],"group.":[226],"Furthermore,":[227],"each":[228],"demonstrated":[230,326],"post-decision":[234],"outcomes,":[238],"advice":[239],"emotion":[243],"during":[244],"twelve":[246],"months":[247],"following":[248],"treatment.":[249],"Over":[250],"transition":[253],"patients":[255,272],"emotional":[259,268,300],"seeking":[261],"providers":[264],"other":[271,366],"was":[273],"also":[274],"observed.":[275],"CONCLUSIONS:":[276],"Findings":[277],"study":[280],"rigorous":[283],"indication":[284],"expectations":[287],"media":[290],"empowered":[291],"their":[293],"potential":[294],"individualised":[296],"decision-making,":[297],"needs.":[301],"The":[302,354],"increasing":[303],"popularity":[304],"further":[307],"confirms":[308],"that":[309,327],"it":[310],"is":[311],"timely":[312],"clinicians":[314],"consider":[316],"voices":[318],"OSG.":[322],"successfully":[325],"proposed":[329],"investigate,":[335],"analyse":[336],"derive":[338],"actionable":[339],"cancer,":[346],"focused":[351],"delivery.":[353],"extended":[358],"just":[361],"effectively":[363],"any":[365],"medical":[367],"condition.":[368]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":14},{"year":2021,"cited_by_count":21},{"year":2020,"cited_by_count":13},{"year":2019,"cited_by_count":4}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2018-10-26T00:00:00"}