{"id":"https://openalex.org/W4310793400","doi":"https://doi.org/10.1109/wincom55661.2022.9966481","title":"Prediction of suicidal ideation in a new Arabic annotated dataset","display_name":"Prediction of suicidal ideation in a new Arabic annotated dataset","publication_year":2022,"publication_date":"2022-10-26","ids":{"openalex":"https://openalex.org/W4310793400","doi":"https://doi.org/10.1109/wincom55661.2022.9966481"},"language":"en","primary_location":{"id":"doi:10.1109/wincom55661.2022.9966481","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wincom55661.2022.9966481","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 9th International Conference on Wireless Networks and Mobile Communications (WINCOM)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003344205","display_name":"Oumaima Benlaaraj","orcid":null},"institutions":[{"id":"https://openalex.org/I4210088687","display_name":"Universit\u00e9 Ibn Zohr","ror":"https://ror.org/006sgpv47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210088687"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Oumaima Benlaaraj","raw_affiliation_strings":["Ibn Zohr University,Lab-SIV,Agadir,Morocco","Lab-SIV, Ibn Zohr University, Agadir, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ibn Zohr University,Lab-SIV,Agadir,Morocco","institution_ids":["https://openalex.org/I4210088687"]},{"raw_affiliation_string":"Lab-SIV, Ibn Zohr University, Agadir, Morocco","institution_ids":["https://openalex.org/I4210088687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024262435","display_name":"Ilyas El Jaafari","orcid":null},"institutions":[{"id":"https://openalex.org/I4210088687","display_name":"Universit\u00e9 Ibn Zohr","ror":"https://ror.org/006sgpv47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210088687"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Ilyas El Jaafari","raw_affiliation_strings":["Ibn Zohr University,Lab-SIV,Agadir,Morocco","Lab-SIV, Ibn Zohr University, Agadir, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ibn Zohr University,Lab-SIV,Agadir,Morocco","institution_ids":["https://openalex.org/I4210088687"]},{"raw_affiliation_string":"Lab-SIV, Ibn Zohr University, Agadir, Morocco","institution_ids":["https://openalex.org/I4210088687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088675720","display_name":"Ayoub Ellahyani","orcid":"https://orcid.org/0000-0001-5881-3328"},"institutions":[{"id":"https://openalex.org/I4210088687","display_name":"Universit\u00e9 Ibn Zohr","ror":"https://ror.org/006sgpv47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210088687"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Ayoub Ellahyani","raw_affiliation_strings":["Ibn Zohr University,Lab-SIV,Agadir,Morocco","Lab-SIV, Ibn Zohr University, Agadir, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ibn Zohr University,Lab-SIV,Agadir,Morocco","institution_ids":["https://openalex.org/I4210088687"]},{"raw_affiliation_string":"Lab-SIV, Ibn Zohr University, Agadir, Morocco","institution_ids":["https://openalex.org/I4210088687"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034218530","display_name":"Idriss Boutaayamou","orcid":"https://orcid.org/0000-0002-4398-5896"},"institutions":[{"id":"https://openalex.org/I4210088687","display_name":"Universit\u00e9 Ibn Zohr","ror":"https://ror.org/006sgpv47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210088687"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Idriss Boutaayamou","raw_affiliation_strings":["Ibn Zohr University,Lab-SIV,Agadir,Morocco","Lab-SIV, Ibn Zohr University, Agadir, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ibn Zohr University,Lab-SIV,Agadir,Morocco","institution_ids":["https://openalex.org/I4210088687"]},{"raw_affiliation_string":"Lab-SIV, Ibn Zohr University, Agadir, Morocco","institution_ids":["https://openalex.org/I4210088687"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210088687"],"apc_list":null,"apc_paid":null,"fwci":1.0541,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.78328372,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9939000010490417,"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/T10376","display_name":"Suicide and Self-Harm Studies","score":0.9735999703407288,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/commit","display_name":"Commit","score":0.8244014978408813},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.7341645956039429},{"id":"https://openalex.org/keywords/suicidal-ideation","display_name":"Suicidal ideation","score":0.702765166759491},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6890289783477783},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6555414795875549},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.6287736296653748},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6094648838043213},{"id":"https://openalex.org/keywords/feeling","display_name":"Feeling","score":0.5445684194564819},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5399037003517151},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5397916436195374},{"id":"https://openalex.org/keywords/multinomial-logistic-regression","display_name":"Multinomial logistic regression","score":0.5282121300697327},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.47282445430755615},{"id":"https://openalex.org/keywords/arabic","display_name":"Arabic","score":0.47199538350105286},{"id":"https://openalex.org/keywords/scripting-language","display_name":"Scripting language","score":0.43205636739730835},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3667740225791931},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.25520533323287964},{"id":"https://openalex.org/keywords/poison-control","display_name":"Poison control","score":0.21562466025352478},{"id":"https://openalex.org/keywords/suicide-prevention","display_name":"Suicide prevention","score":0.20653170347213745},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.10625582933425903},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.0941234827041626},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.07846522331237793}],"concepts":[{"id":"https://openalex.org/C153180980","wikidata":"https://www.wikidata.org/wiki/Q19776675","display_name":"Commit","level":2,"score":0.8244014978408813},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.7341645956039429},{"id":"https://openalex.org/C2776641880","wikidata":"https://www.wikidata.org/wiki/Q944142","display_name":"Suicidal ideation","level":4,"score":0.702765166759491},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6890289783477783},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6555414795875549},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.6287736296653748},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6094648838043213},{"id":"https://openalex.org/C122980154","wikidata":"https://www.wikidata.org/wiki/Q205555","display_name":"Feeling","level":2,"score":0.5445684194564819},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5399037003517151},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5397916436195374},{"id":"https://openalex.org/C117568660","wikidata":"https://www.wikidata.org/wiki/Q1650843","display_name":"Multinomial logistic regression","level":2,"score":0.5282121300697327},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.47282445430755615},{"id":"https://openalex.org/C96455323","wikidata":"https://www.wikidata.org/wiki/Q13955","display_name":"Arabic","level":2,"score":0.47199538350105286},{"id":"https://openalex.org/C61423126","wikidata":"https://www.wikidata.org/wiki/Q187432","display_name":"Scripting language","level":2,"score":0.43205636739730835},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3667740225791931},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.25520533323287964},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.21562466025352478},{"id":"https://openalex.org/C526869908","wikidata":"https://www.wikidata.org/wiki/Q3298118","display_name":"Suicide prevention","level":3,"score":0.20653170347213745},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.10625582933425903},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0941234827041626},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.07846522331237793},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wincom55661.2022.9966481","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wincom55661.2022.9966481","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 9th International Conference on Wireless Networks and Mobile Communications (WINCOM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2621199241","https://openalex.org/W2766857497","https://openalex.org/W2896893621","https://openalex.org/W2898401058","https://openalex.org/W2901236145","https://openalex.org/W2913602662","https://openalex.org/W2975435895","https://openalex.org/W2989695711","https://openalex.org/W3010926394","https://openalex.org/W3121591929","https://openalex.org/W3148351602","https://openalex.org/W3163983398","https://openalex.org/W3212005883","https://openalex.org/W4200422752","https://openalex.org/W4211009335","https://openalex.org/W4286904372","https://openalex.org/W4402677669","https://openalex.org/W6738816063","https://openalex.org/W6768226496","https://openalex.org/W6795102943"],"related_works":["https://openalex.org/W4367365664","https://openalex.org/W4293227618","https://openalex.org/W2136634148","https://openalex.org/W3122851392","https://openalex.org/W3122800671","https://openalex.org/W4250708772","https://openalex.org/W4288862737","https://openalex.org/W1984769753","https://openalex.org/W2401620832","https://openalex.org/W4297677903"],"abstract_inverted_index":{"One":[0],"of":[1,36,77],"the":[2,7,67,87,124,128],"major":[3,88],"health":[4],"issues":[5],"facing":[6],"world":[8],"is":[9,90],"suicide.":[10],"Nearly":[11],"up":[12],"to":[13,27,54,91],"700000":[14],"individuals":[15],"commit":[16],"it":[17],"yearly.":[18],"Nowa-days,":[19],"people":[20],"are":[21],"progressively":[22],"accessing":[23],"social":[24],"media":[25],"platforms":[26],"communicate":[28],"their":[29],"feelings,":[30],"leaving":[31],"behind":[32],"them":[33],"a":[34],"track":[35],"emotional":[37],"states.":[38],"Collecting":[39],"and":[40,119,127],"processing":[41],"these":[42,78],"posts":[43],"can":[44],"be":[45],"quite":[46],"useful":[47],"in":[48,57,95],"recognizing":[49],"suicidal":[50,93],"thoughts":[51],"once":[52],"published":[53],"provide":[55],"assistance":[56],"time.":[58],"To":[59],"achieve":[60],"so,":[61],"several":[62],"researchers":[63],"have":[64],"already":[65],"examined":[66],"matter":[68],"with":[69],"machine":[70,103],"learning":[71,104],"algorithms":[72,105],"often":[73],"applied.":[74],"However,":[75],"most":[76],"works":[79],"focus":[80],"on":[81,123],"English":[82],"content.":[83],"In":[84],"this":[85],"paper,":[86],"goal":[89],"detect":[92],"ideation":[94],"Arabic-language":[96],"content":[97],"automatically.":[98],"Furthermore,":[99],"we":[100],"apply":[101],"popular":[102],"such":[106],"as:":[107],"Logistic":[108],"Regression":[109],"(LR),":[110],"Support":[111],"Vector":[112],"Classification":[113],"(SVC),":[114],"Multinomial":[115],"Naive":[116],"Bayes":[117],"(MNB)":[118],"Random":[120],"Forest":[121],"(RF)":[122],"proposed":[125],"dataset,":[126],"obtained":[129],"results":[130],"were":[131],"satisfactory.":[132]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
