{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,9]],"date-time":"2026-06-09T17:59:51Z","timestamp":1781027991196,"version":"3.54.1"},"publisher-location":"New York, NY, USA","reference-count":65,"publisher":"ACM","license":[{"start":{"date-parts":[[2019,5,13]],"date-time":"2019-05-13T00:00:00Z","timestamp":1557705600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2019,5,13]]},"DOI":"10.1145\/3308558.3313698","type":"proceedings-article","created":{"date-parts":[[2019,5,13]],"date-time":"2019-05-13T12:17:59Z","timestamp":1557749879000},"page":"514-525","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":135,"title":["Knowledge-aware Assessment of Severity of Suicide Risk for Early Intervention"],"prefix":"10.1145","author":[{"given":"Manas","family":"Gaur","sequence":"first","affiliation":[{"name":"Kno.e.sis Center, Ohio - USA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Amanuel","family":"Alambo","sequence":"additional","affiliation":[{"name":"Kno.e.sis Center, Ohio - USA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Joy Prakash","family":"Sain","sequence":"additional","affiliation":[{"name":"Kno.e.sis Center, Ohio - USA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ugur","family":"Kursuncu","sequence":"additional","affiliation":[{"name":"Kno.e.sis Center, Ohio - USA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Krishnaprasad","family":"Thirunarayan","sequence":"additional","affiliation":[{"name":"Kno.e.sis Center, Ohio - USA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ramakanth","family":"Kavuluru","sequence":"additional","affiliation":[{"name":"University of Kentucky, Kentucky, USA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Amit","family":"Sheth","sequence":"additional","affiliation":[{"name":"Kno.e.sis Center, Ohio - USA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Randy","family":"Welton","sequence":"additional","affiliation":[{"name":"Department of Psychiatry, Wright State University, Ohio, USA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jyotishman","family":"Pathak","sequence":"additional","affiliation":[{"name":"Division of Health Informatics, Weill Cornell Medical College, NY, USA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2019,5,13]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICOSC.2019.8665525"},{"key":"e_1_3_2_1_2_1","volume-title":"Evaluating the high risk groups for suicide: A comparison of logistic regression, support vector machine, decision tree and artificial neural network. Iranian journal of public health 45, 9","author":"Amini Payam","year":"2016","unstructured":"Payam Amini , Hasan Ahmadinia , Jalal Poorolajal , and Mohammad Moqaddasi Amiri . 2016. Evaluating the high risk groups for suicide: A comparison of logistic regression, support vector machine, decision tree and artificial neural network. Iranian journal of public health 45, 9 ( 2016 ), 1179. Payam Amini, Hasan Ahmadinia, Jalal Poorolajal, and Mohammad Moqaddasi Amiri. 2016. Evaluating the high risk groups for suicide: A comparison of logistic regression, support vector machine, decision tree and artificial neural network. Iranian journal of public health 45, 9 (2016), 1179."},{"key":"e_1_3_2_1_3_1","unstructured":"Sanjeev Arora Yingyu Liang and Tengyu Ma. 2016. A simple but tough-to-beat baseline for sentence embeddings. (2016).  Sanjeev Arora Yingyu Liang and Tengyu Ma. 2016. A simple but tough-to-beat baseline for sentence embeddings. (2016)."},{"key":"e_1_3_2_1_4_1","unstructured":"Harish S Bhat and Sidra J Goldman-Mellor. 2017. Predicting Adolescent Suicide Attempts with Neural Networks. arXiv preprint arXiv:1711.10057(2017).  Harish S Bhat and Sidra J Goldman-Mellor. 2017. Predicting Adolescent Suicide Attempts with Neural Networks. arXiv preprint arXiv:1711.10057(2017)."},{"key":"e_1_3_2_1_5_1","volume-title":"Suicide attempt as a risk factor for completed suicide: even more lethal than we knew. American journal of psychiatry 173, 11","author":"Bostwick J Michael","year":"2016","unstructured":"J Michael Bostwick , Chaitanya Pabbati , Jennifer R Geske , and Alastair J McKean . 2016. Suicide attempt as a risk factor for completed suicide: even more lethal than we knew. American journal of psychiatry 173, 11 ( 2016 ), 1094-1100. J Michael Bostwick, Chaitanya Pabbati, Jennifer R Geske, and Alastair J McKean. 2016. Suicide attempt as a risk factor for completed suicide: even more lethal than we knew. American journal of psychiatry 173, 11 (2016), 1094-1100."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10903-013-9971-9"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2013.07.007"},{"key":"e_1_3_2_1_8_1","volume-title":"An analysis of depression, self-harm, and suicidal ideation content on Tumblr. Crisis","author":"Cavazos-Rehg Patricia A","year":"2016","unstructured":"Patricia A Cavazos-Rehg , Melissa J Krauss , Shaina J Sowles , Sarah Connolly , Carlos Rosas , Meghana Bharadwaj , Richard Grucza , and Laura J Bierut . 2016. An analysis of depression, self-harm, and suicidal ideation content on Tumblr. Crisis ( 2016 ). Patricia A Cavazos-Rehg, Melissa J Krauss, Shaina J Sowles, Sarah Connolly, Carlos Rosas, Meghana Bharadwaj, Richard Grucza, and Laura J Bierut. 2016. An analysis of depression, self-harm, and suicidal ideation content on Tumblr. Crisis (2016)."},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"crossref","unstructured":"Helen Christensen Philip Batterham and Bridianne O'Dea. 2014. E-health interventions for suicide prevention. International journal of environmental research and public health 11 8(2014) 8193-8212.  Helen Christensen Philip Batterham and Bridianne O'Dea. 2014. E-health interventions for suicide prevention. International journal of environmental research and public health 11 8(2014) 8193-8212.","DOI":"10.3390\/ijerph110808193"},{"key":"e_1_3_2_1_10_1","volume-title":"Proceedings of the 15th Workshop on Biomedical Natural Language Processing.","author":"Cohen Kevin Bretonnel","year":"2016","unstructured":"Kevin Bretonnel Cohen , Dina Demner-Fushman , Sophia Ananiadou , and Jun-ichi Tsujii. 2016 . Proceedings of the 15th Workshop on Biomedical Natural Language Processing. Kevin Bretonnel Cohen, Dina Demner-Fushman, Sophia Ananiadou, and Jun-ichi Tsujii. 2016. Proceedings of the 15th Workshop on Biomedical Natural Language Processing."},{"key":"e_1_3_2_1_11_1","volume-title":"Joint Statistics Meetings Proceedings, Statistical Computing Section, JSM.","author":"Coppersmith Glen","year":"2015","unstructured":"Glen Coppersmith , Ryan Leary , Eric Whyne , and Tony Wood . 2015 . Quantifying suicidal ideation via language usage on social media . In Joint Statistics Meetings Proceedings, Statistical Computing Section, JSM. Glen Coppersmith, Ryan Leary, Eric Whyne, and Tony Wood. 2015. Quantifying suicidal ideation via language usage on social media. In Joint Statistics Meetings Proceedings, Statistical Computing Section, JSM."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1111\/sltb.12241"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1111\/ajad.12213"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.15288\/jsad.2017.78.910"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/2464464.2464480"},{"key":"e_1_3_2_1_16_1","unstructured":"Munmun De Choudhury Michael Gamon Scott Counts and Eric Horvitz. 2013. Predicting depression via social media.ICWSM 13(2013) 1-10.  Munmun De Choudhury Michael Gamon Scott Counts and Eric Horvitz. 2013. Predicting depression via social media.ICWSM 13(2013) 1-10."},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/2858036.2858207"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0026752"},{"key":"e_1_3_2_1_19_1","volume-title":"Extracting psychiatric stressors for suicide from social media using deep learning. BMC medical informatics and decision making 18, 2","author":"Du Jingcheng","year":"2018","unstructured":"Jingcheng Du , Yaoyun Zhang , Jianhong Luo , Yuxi Jia , Qiang Wei , Cui Tao , and Hua Xu. 2018. Extracting psychiatric stressors for suicide from social media using deep learning. BMC medical informatics and decision making 18, 2 ( 2018 ), 43. Jingcheng Du, Yaoyun Zhang, Jianhong Luo, Yuxi Jia, Qiang Wei, Cui Tao, and Hua Xu. 2018. Extracting psychiatric stressors for suicide from social media using deep learning. BMC medical informatics and decision making 18, 2 (2018), 43."},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/K18-1002"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/3269206.3271732"},{"key":"e_1_3_2_1_22_1","volume-title":"Richard JB Dobson, and Rina Dutta.","author":"Gkotsis George","year":"2017","unstructured":"George Gkotsis , Anika Oellrich , Sumithra Velupillai , Maria Liakata , Tim JP Hubbard , Richard JB Dobson, and Rina Dutta. 2017 . Characterisation of mental health conditions in social media using Informed Deep Learning. Scientific reports 7(2017), 45141. George Gkotsis, Anika Oellrich, Sumithra Velupillai, Maria Liakata, Tim JP Hubbard, Richard JB Dobson, and Rina Dutta. 2017. Characterisation of mental health conditions in social media using Informed Deep Learning. Scientific reports 7(2017), 45141."},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/W16-0310"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/E17-1090"},{"key":"e_1_3_2_1_25_1","volume-title":"Meng Chang Chen, and Yeali S Sun","author":"Huang Yi-Ting","year":"2018","unstructured":"Yi-Ting Huang , Meng Chang Chen, and Yeali S Sun . 2018 . Characterizing the Influence of Features on Reading Difficulty Estimation for Non-native Readers . arXiv preprint arXiv:1808.09718(2018). Yi-Ting Huang, Meng Chang Chen, and Yeali S Sun. 2018. Characterizing the Influence of Features on Reading Difficulty Estimation for Non-native Readers. arXiv preprint arXiv:1808.09718(2018)."},{"key":"e_1_3_2_1_26_1","volume-title":"On the grammatical basis of null subjects in child language. Linguistic inquiry","author":"Hyams Nina","year":"1993","unstructured":"Nina Hyams and Kenneth Wexler . 1993. On the grammatical basis of null subjects in child language. Linguistic inquiry ( 1993 ), 421-459. Nina Hyams and Kenneth Wexler. 1993. On the grammatical basis of null subjects in child language. Linguistic inquiry (1993), 421-459."},{"key":"e_1_3_2_1_27_1","volume-title":"Automatic readability classification of crowd-sourced data based on linguistic and information-theoretic features. Computaci\u00f3n y Sistemas 17, 2","author":"Islam Zahurul","year":"2013","unstructured":"Zahurul Islam and Alexander Mehler . 2013. Automatic readability classification of crowd-sourced data based on linguistic and information-theoretic features. Computaci\u00f3n y Sistemas 17, 2 ( 2013 ), 113-123. Zahurul Islam and Alexander Mehler. 2013. Automatic readability classification of crowd-sourced data based on linguistic and information-theoretic features. Computaci\u00f3n y Sistemas 17, 2 (2013), 113-123."},{"key":"e_1_3_2_1_28_1","volume-title":"Tracking suicide risk factors through Twitter in the US. Crisis","author":"Jashinsky Jared","year":"2014","unstructured":"Jared Jashinsky , Scott H Burton , Carl L Hanson , Josh West , Christophe Giraud-Carrier , Michael D Barnes , and Trenton Argyle . 2014. Tracking suicide risk factors through Twitter in the US. Crisis ( 2014 ). Jared Jashinsky, Scott H Burton, Carl L Hanson, Josh West, Christophe Giraud-Carrier, Michael D Barnes, and Trenton Argyle. 2014. Tracking suicide risk factors through Twitter in the US. Crisis (2014)."},{"key":"e_1_3_2_1_29_1","volume-title":"Sai-fu Fung, Shirui Pan, and Guodong Long.","author":"Ji Shaoxiong","year":"2018","unstructured":"Shaoxiong Ji , Celina Ping Yu , Sai-fu Fung, Shirui Pan, and Guodong Long. 2018 . Supervised Learning for Suicidal Ideation Detection in Online User Content. Complexity 2018(2018). Shaoxiong Ji, Celina Ping Yu, Sai-fu Fung, Shirui Pan, and Guodong Long. 2018. Supervised Learning for Suicidal Ideation Detection in Online User Content. Complexity 2018(2018)."},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"crossref","unstructured":"Yoon Kim. 2014. Convolutional neural networks for sentence classification. arXiv preprint arXiv:1408.5882(2014).  Yoon Kim. 2014. Convolutional neural networks for sentence classification. arXiv preprint arXiv:1408.5882(2014).","DOI":"10.3115\/v1\/D14-1181"},{"key":"e_1_3_2_1_31_1","volume-title":"Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980(2014).","author":"Kingma Diederik P","year":"2014","unstructured":"Diederik P Kingma and Jimmy Ba . 2014 . Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980(2014). Diederik P Kingma and Jimmy Ba. 2014. Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980(2014)."},{"key":"e_1_3_2_1_32_1","volume-title":"Compositional Multiview Embedding. IEEE\/WIC\/ACM International Conference on Web Intelligence (WI)","author":"Kursuncu Ugur","year":"2018","unstructured":"Ugur Kursuncu , Manas Gaur , Usha Lokala , Anurag Illendula , Krishnaprasad Thirunarayan , Raminta Daniulaityte , Amit Sheth , and I Budak Arpinar . 2018 . \u201d What's ur type?\u201d Contextualized Classification of User Types in Marijuana-related Communications using Compositional Multiview Embedding. IEEE\/WIC\/ACM International Conference on Web Intelligence (WI) (2018). Ugur Kursuncu, Manas Gaur, Usha Lokala, Anurag Illendula, Krishnaprasad Thirunarayan, Raminta Daniulaityte, Amit Sheth, and I Budak Arpinar. 2018. \u201dWhat's ur type?\u201d Contextualized Classification of User Types in Marijuana-related Communications using Compositional Multiview Embedding. IEEE\/WIC\/ACM International Conference on Web Intelligence (WI) (2018)."},{"key":"e_1_3_2_1_33_1","volume-title":"Emerging Research Challenges and Opportunities in Computational Social Network Analysis and Mining","author":"Kursuncu Ugur","unstructured":"Ugur Kursuncu , Manas Gaur , Usha Lokala , Krishnaprasad Thirunarayan , Amit Sheth , and I Budak Arpinar . 2019. Predictive Analysis on Twitter: Techniques and Applications . In Emerging Research Challenges and Opportunities in Computational Social Network Analysis and Mining . Springer , 67-104. Ugur Kursuncu, Manas Gaur, Usha Lokala, Krishnaprasad Thirunarayan, Amit Sheth, and I Budak Arpinar. 2019. Predictive Analysis on Twitter: Techniques and Applications. In Emerging Research Challenges and Opportunities in Computational Social Network Analysis and Mining. Springer, 67-104."},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.drugpo.2017.05.007"},{"key":"e_1_3_2_1_35_1","unstructured":"Hugo Leroux and Laurent Lefort. 2012. Using CDISC ODM and the RDF Data Cube for the Semantic Enrichment of Longitudinal Clinical Trial Data.. In SWAT4LS. Citeseer.  Hugo Leroux and Laurent Lefort. 2012. Using CDISC ODM and the RDF Data Cube for the Semantic Enrichment of Longitudinal Clinical Trial Data.. In SWAT4LS. Citeseer."},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"crossref","unstructured":"Nut Limsopatham and Nigel Henry Collier. 2016. Normalising medical concepts in social media texts by learning semantic representation. (2016).  Nut Limsopatham and Nigel Henry Collier. 2016. Normalising medical concepts in social media texts by learning semantic representation. (2016).","DOI":"10.18653\/v1\/P16-1096"},{"key":"e_1_3_2_1_37_1","unstructured":"Christopher E Moody. 2016. Mixing dirichlet topic models and word embeddings to make lda2vec. arXiv preprint arXiv:1605.02019(2016).  Christopher E Moody. 2016. Mixing dirichlet topic models and word embeddings to make lda2vec. arXiv preprint arXiv:1605.02019(2016)."},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2014.2330813"},{"key":"e_1_3_2_1_39_1","first-page":"284","volume-title":"Werther-effect\u201d: legend or reality?Neuropsychiatrie: Klinik, Diagnostik, Therapie und Rehabilitation: Organ der Gesellschaft Osterreichischer Nervenarzte und Psychiater 21, 4(2007)","author":"Niederkrotenthaler Thomas","unstructured":"Thomas Niederkrotenthaler , Arno Herberth , and Gernot Sonneck . 2007. The \u201d Werther-effect\u201d: legend or reality?Neuropsychiatrie: Klinik, Diagnostik, Therapie und Rehabilitation: Organ der Gesellschaft Osterreichischer Nervenarzte und Psychiater 21, 4(2007) , 284 - 290 . Thomas Niederkrotenthaler, Arno Herberth, and Gernot Sonneck. 2007. The\u201d Werther-effect\u201d: legend or reality?Neuropsychiatrie: Klinik, Diagnostik, Therapie und Rehabilitation: Organ der Gesellschaft Osterreichischer Nervenarzte und Psychiater 21, 4(2007), 284-290."},{"key":"e_1_3_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.1192\/bjp.bp.107.040113"},{"key":"e_1_3_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.1162\/COLI_a_00250"},{"key":"e_1_3_2_1_42_1","volume-title":"The secret life of pronouns. New Scientist 211, 2828","author":"Pennebaker James W","year":"2011","unstructured":"James W Pennebaker . 2011. The secret life of pronouns. New Scientist 211, 2828 ( 2011 ), 42-45. James W Pennebaker. 2011. The secret life of pronouns. New Scientist 211, 2828 (2011), 42-45."},{"key":"e_1_3_2_1_43_1","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/D14-1162"},{"key":"e_1_3_2_1_44_1","doi-asserted-by":"publisher","DOI":"10.1176\/appi.ajp.2011.10111704"},{"key":"e_1_3_2_1_45_1","doi-asserted-by":"crossref","unstructured":"Ali Pourmand Jeffrey Roberson Amy Caggiula Natalia Monsalve Murwarit Rahimi and Vanessa Torres-Llenza. 2018. Social Media and Suicide: A Review of Technology-Based Epidemiology and Risk Assessment. Telemedicine and e-Health(2018).  Ali Pourmand Jeffrey Roberson Amy Caggiula Natalia Monsalve Murwarit Rahimi and Vanessa Torres-Llenza. 2018. Social Media and Suicide: A Review of Technology-Based Epidemiology and Risk Assessment. Telemedicine and e-Health(2018).","DOI":"10.1089\/tmj.2018.0203"},{"key":"e_1_3_2_1_46_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2013.05.007"},{"key":"e_1_3_2_1_47_1","volume-title":"Proceedings of the 2013 conference on empirical methods in natural language processing. 1348-1353","author":"Resnik Philip","year":"2013","unstructured":"Philip Resnik , Anderson Garron , and Rebecca Resnik . 2013 . Using topic modeling to improve prediction of neuroticism and depression in college students . In Proceedings of the 2013 conference on empirical methods in natural language processing. 1348-1353 . Philip Resnik, Anderson Garron, and Rebecca Resnik. 2013. Using topic modeling to improve prediction of neuroticism and depression in college students. In Proceedings of the 2013 conference on empirical methods in natural language processing. 1348-1353."},{"key":"e_1_3_2_1_48_1","volume-title":"Suicide and social media","author":"Robinson Jo","year":"2014","unstructured":"Jo Robinson , Maria Rodrigues , Steve Fisher , and Helen Herrman . 2014. Suicide and social media . Melbourne, Australia : Young and Well Cooperative Research Centre ( 2014 ). Jo Robinson, Maria Rodrigues, Steve Fisher, and Helen Herrman. 2014. Suicide and social media. Melbourne, Australia: Young and Well Cooperative Research Centre (2014)."},{"key":"e_1_3_2_1_49_1","unstructured":"Xin Rong. 2014. word2vec parameter learning explained. arXiv preprint arXiv:1411.2738(2014).  Xin Rong. 2014. word2vec parameter learning explained. arXiv preprint arXiv:1411.2738(2014)."},{"key":"e_1_3_2_1_50_1","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/W14-3214"},{"key":"e_1_3_2_1_51_1","first-page":"583","article-title":"Characterizing Geographic Variation in Well-Being Using Tweets","author":"Schwartz H Andrew","year":"2013","unstructured":"H Andrew Schwartz , Johannes C Eichstaedt , Margaret L Kern , Lukasz Dziurzynski , Richard E Lucas , Megha Agrawal , Gregory J Park , Shrinidhi K Lakshmikanth , Sneha Jha , Martin EP Seligman , 2013 . Characterizing Geographic Variation in Well-Being Using Tweets .. In ICWSM. 583 - 591 . H Andrew Schwartz, Johannes C Eichstaedt, Margaret L Kern, Lukasz Dziurzynski, Richard E Lucas, Megha Agrawal, Gregory J Park, Shrinidhi K Lakshmikanth, Sneha Jha, Martin EP Seligman, 2013. Characterizing Geographic Variation in Well-Being Using Tweets.. In ICWSM. 583-591.","journal-title":"ICWSM."},{"key":"e_1_3_2_1_52_1","volume-title":"How Will the Internet of Things Enable Augmented Personalized Health?IEEE intelligent systems 33, 1","author":"Sheth Amit","year":"2018","unstructured":"Amit Sheth , Utkarshani Jaimini , and Hong Yung Yip . 2018. How Will the Internet of Things Enable Augmented Personalized Health?IEEE intelligent systems 33, 1 ( 2018 ), 89-97. Amit Sheth, Utkarshani Jaimini, and Hong Yung Yip. 2018. How Will the Internet of Things Enable Augmented Personalized Health?IEEE intelligent systems 33, 1 (2018), 89-97."},{"key":"e_1_3_2_1_53_1","doi-asserted-by":"publisher","DOI":"10.1109\/BigComp.2018.00079"},{"key":"e_1_3_2_1_54_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/W18-0603"},{"key":"e_1_3_2_1_55_1","volume-title":"CrowdSem 2013 Workshop.","author":"Sober\u00f3n Guillermo","year":"2013","unstructured":"Guillermo Sober\u00f3n , Lora Aroyo , Chris Welty , Oana Inel , Hui Lin , and Manfred Overmeen . 2013 . Measuring crowd truth: Disagreement metrics combined with worker behavior filters . In CrowdSem 2013 Workshop. Guillermo Sober\u00f3n, Lora Aroyo, Chris Welty, Oana Inel, Hui Lin, and Manfred Overmeen. 2013. Measuring crowd truth: Disagreement metrics combined with worker behavior filters. In CrowdSem 2013 Workshop."},{"key":"e_1_3_2_1_56_1","doi-asserted-by":"crossref","unstructured":"Shaina J Sowles Melissa J Krauss Lewam Gebremedhn and Patricia A Cavazos-Rehg. 2017. \u201cI feel like I've hit the bottom and have no idea what to do\u201d: supportive social networking on Reddit for individuals with a desire to quit cannabis use. Substance abuse 38 4 (2017) 477-482.  Shaina J Sowles Melissa J Krauss Lewam Gebremedhn and Patricia A Cavazos-Rehg. 2017. \u201cI feel like I've hit the bottom and have no idea what to do\u201d: supportive social networking on Reddit for individuals with a desire to quit cannabis use. Substance abuse 38 4 (2017) 477-482.","DOI":"10.1080\/08897077.2017.1354956"},{"key":"e_1_3_2_1_57_1","doi-asserted-by":"crossref","unstructured":"Robyn Speer and Joanna Lowry-Duda. 2017. Conceptnet at semeval-2017 task 2: Extending word embeddings with multilingual relational knowledge. arXiv preprint arXiv:1704.03560(2017).  Robyn Speer and Joanna Lowry-Duda. 2017. Conceptnet at semeval-2017 task 2: Extending word embeddings with multilingual relational knowledge. arXiv preprint arXiv:1704.03560(2017).","DOI":"10.18653\/v1\/S17-2008"},{"key":"e_1_3_2_1_58_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jad.2014.08.047"},{"key":"e_1_3_2_1_59_1","first-page":"491","article-title":"Social media and health care professionals: benefits, risks, and best practices","volume":"39","author":"Ventola C Lee","year":"2014","unstructured":"C Lee Ventola . 2014 . Social media and health care professionals: benefits, risks, and best practices . Pharmacy and Therapeutics 39 , 7 (2014), 491 . C Lee Ventola. 2014. Social media and health care professionals: benefits, risks, and best practices. Pharmacy and Therapeutics 39, 7 (2014), 491.","journal-title":"Pharmacy and Therapeutics"},{"key":"e_1_3_2_1_60_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jad.2013.03.007"},{"key":"e_1_3_2_1_61_1","doi-asserted-by":"publisher","DOI":"10.1177\/2167702617691560"},{"key":"e_1_3_2_1_62_1","doi-asserted-by":"publisher","DOI":"10.1145\/3106426.3106457"},{"key":"e_1_3_2_1_63_1","volume-title":"Discovering fine-grained sentiment in suicide notes. Biomedical informatics insights 5","author":"Wang Wenbo","year":"2012","unstructured":"Wenbo Wang , Lu Chen , Ming Tan , Shaojun Wang , and Amit P Sheth . 2012. Discovering fine-grained sentiment in suicide notes. Biomedical informatics insights 5 ( 2012 ), BII-S 8963. Wenbo Wang, Lu Chen, Ming Tan, Shaojun Wang, and Amit P Sheth. 2012. Discovering fine-grained sentiment in suicide notes. Biomedical informatics insights 5 (2012), BII-S8963."},{"key":"e_1_3_2_1_64_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2010.48"},{"key":"e_1_3_2_1_65_1","first-page":"553","article-title":"Psychiatric emergencies: assessing and managing suicidal ideation","volume":"101","author":"Weber Andrea N","year":"2017","unstructured":"Andrea N Weber , Maria Michail , Alex Thompson , and Jess G Fiedorowicz . 2017 . Psychiatric emergencies: assessing and managing suicidal ideation . Medical Clinics 101 , 3 (2017), 553 - 571 . Andrea N Weber, Maria Michail, Alex Thompson, and Jess G Fiedorowicz. 2017. Psychiatric emergencies: assessing and managing suicidal ideation. Medical Clinics 101, 3 (2017), 553-571.","journal-title":"Medical Clinics"}],"event":{"name":"WWW '19: The Web Conference","location":"San Francisco CA USA","acronym":"WWW '19","sponsor":["IW3C2 International World Wide Web Conference Committee"]},"container-title":["The World Wide Web Conference"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3308558.3313698","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3308558.3313698","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T23:53:31Z","timestamp":1750204411000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3308558.3313698"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,5,13]]},"references-count":65,"alternative-id":["10.1145\/3308558.3313698","10.1145\/3308558"],"URL":"https:\/\/doi.org\/10.1145\/3308558.3313698","relation":{},"subject":[],"published":{"date-parts":[[2019,5,13]]},"assertion":[{"value":"2019-05-13","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}