Investigating onset, cessation, relapse, and recovery: why you should, and how you can, use discrete-time survival analysis to examine event occurrence.
paper
Cited
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- Authors
- Willett, J B; Singer, J D
- Year
- 1993
- Journal
- Journal of consulting and clinical psychology
- PMID
- 8113496
- DOI
- 10.1037//0022-006x.61.6.952
In this article, we show how discrete-time survival analysis can address questions about onset, cessation, relapse, and recovery. Using data on the onset of suicide ideation and depression and relapse into cocaine use, we introduce key concepts underpinning the method, describe the action of the discrete-time hazard model, and discuss several types of main effects and interactions that can be included as predictors. We also comment on practical issues of data analysis and strategies for interpretation and presentation.
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| Title | Authors | Journal | Year | Link |
|---|---|---|---|---|
| Posttraumatic Stress Disorder and Increased Incidence of Cardiovascular Disease: Independent Effects and Moderation of Risk by Comorbidities, Sex, and Age. | Krantz DS et al. | β | 2026 | β |
| [Comparison of therapy adherence in patients suffering from atrial fibrillation treated with direct oral anticoagulants based on data from years 2015-2018]. | Simonyi G et al. | β | 2025 | β |
| Epidemiology of adult separation anxiety disorder in the Kingdom of Saudi Arabia: results from the Saudi National Mental Health Survey. | Yezli S et al. | β | 2025 | β |
| Multicenter Development and Prospective Validation of eCARTv5: A Gradient-Boosted Machine-Learning Early Warning Score. | Churpek MM et al. | β | 2025 | β |
| Risk of Suicide Attempt in US Army Infantry, Combat Engineer, and Combat Medic Soldiers. | Herberman Mash HB et al. | β | 2025 | β |
| Suicidal Behavior in US Army Special Operations Forces. | Naifeh JA et al. | β | 2025 | β |
| Cross-substance Effects of Adolescent Exposure to Alcohol Content in Popular Movies on Cannabis Initiation. | Corcoran E et al. | β | 2024 | β |
| Prospective association of attachment style with suicide attempts among US Army soldiers. | Naifeh JA et al. | β | 2024 | β |
| Protocol: A mixed-methods study to evaluate implementation and outcomes of U.S. state telemental health policy expansion during the COVID-19 pandemic. | Leung LB et al. | β | 2024 | β |
| Undetected suicide attempts among U.S. soldiers: results from the Army Study to Assess Risk and Resilience in Servicemembers (Army STARRS). | Naifeh JA et al. | β | 2024 | β |
| Prospective associations of emotion reactivity and risk behaviors with suicide attempts in US Army soldiers. | Naifeh JA et al. | β | 2023 | β |
| Substance familiarity in middle childhood and adolescent substance use. | Bhatia D et al. | β | 2023 | β |
| The association between cannabis use and risk of non-medical pain reliever misuse onset among young adults in a legal cannabis context. | Rhew IC et al. | β | 2023 | β |
| Association of Premilitary Mental Health With Suicide Attempts During US Army Service. | Naifeh JA et al. | β | 2022 | β |
| Perceived helpfulness of treatment for social anxiety disorder: findings from the WHO World Mental Health Surveys. | Bruffaerts R et al. | β | 2022 | β |
| Risk of suicide attempt in reserve versus active component soldiers during deployment to the wars in Iraq and Afghanistan. | Naifeh JA et al. | β | 2022 | β |
| Childhood adversities and the comorbidity between mood and general medical disorders in adults: Results from the WHO World Mental Health Survey Portugal. | Oliveira J et al. | β | 2021 | β |
| Effect of suicidality on clinical and behavioural outcomes in HIV positive adults in Uganda. | Rukundo GZ et al. | β | 2021 | β |
| Perceived helpfulness of bipolar disorder treatment: Findings from the World Health Organization World Mental Health Surveys. | Nierenberg AA et al. | β | 2021 | β |
| Perceived helpfulness of treatment for generalized anxiety disorder: a World Mental Health Surveys report. | Stein DJ et al. | β | 2021 | β |
| Perceived helpfulness of treatment for specific phobia: Findings from the World Mental Health Surveys. | de Vries YA et al. | β | 2021 | β |
| Sex Differences in US Army Suicide Attempts During the Wars in Iraq and Afghanistan. | Naifeh JA et al. | β | 2021 | β |
| A Latent Variable Approach to Measuring Social Dynamics in Adolescence. | Cole VT et al. | β | 2020 | β |
| Analyzing Response Times and Other Types of Time-to-Event Data Using Event History Analysis: A Tool for Mental Chronometry and Cognitive Psychophysiology. | Panis S et al. | β | 2020 | β |
| Early First Deployment and Risk of Suicide Attempt Among First-term Enlisted Soldiers in the U.S. Army. | Naifeh JA et al. | β | 2020 | β |
| Findings From World Mental Health Surveys of the Perceived Helpfulness of Treatment for Patients With Major Depressive Disorder. | Harris MG et al. | β | 2020 | β |
| Perceived helpfulness of treatment for posttraumatic stress disorder: Findings from the World Mental Health Surveys. | Stein DJ et al. | β | 2020 | β |
| Developmental considerations in survival models as applied to substance use research. | Jackson KM et al. | β | 2019 | β |
| Race/ethnicity, nativity, and lifetime risk of mental disorders in US adults. | Alvarez K et al. | β | 2019 | β |
| Risk Factors and Timing of Suicide Attempts among US Army Reserve Component Soldiers during Deployment to the Afghanistan and Iraq Wars: Results from Army Study to Assess Risk and Resilience in Servicemembers. | Stokes CM et al. | β | 2019 | β |
| Suicide attempts among activated soldiers in the U.S. Army reserve components. | Naifeh JA et al. | β | 2019 | β |
| Timing of Family Adversity During Adolescence and its Impact on Alcohol and Tobacco Initiation: A Longitudinal Study Among Taiwanese Adolescents. | Hsu YT et al. | β | 2019 | β |
| Age of onset or age at assessment-that is the question: Estimating newly incident alcohol drinking and rapid transition to heavy drinking in the United States, 2002-2014. | Cheng HG et al. | β | 2018 | β |
| Associations of Time-Related Deployment Variables With Risk of Suicide Attempt Among Soldiers: Results From the Army Study to Assess Risk and Resilience in Servicemembers (Army STARRS). | Ursano RJ et al. | β | 2018 | β |
| Documented family violence and risk of suicide attempt among U.S. Army soldiers. | Ursano RJ et al. | β | 2018 | β |
| Improving risk prediction accuracy for new soldiers in the U.S. Army by adding self-report survey data to administrative data. | Bernecker SL et al. | β | 2018 | β |
| Predictors of Partial Hospital Readmission for Young Children with Oppositional Defiant Disorder. | Boekamp JR et al. | β | 2018 | β |
| Recovery from DSM-IV post-traumatic stress disorder in the WHO World Mental Health surveys. | Rosellini AJ et al. | β | 2018 | β |
| Risk Factors Associated With Attempted Suicide Among US Army Soldiers Without a History of Mental Health Diagnosis. | Ursano RJ et al. | β | 2018 | β |
| Aggression Protects Against the Onset of Major Depressive Episodes in Individuals With Bipolar Spectrum Disorder. | Ng TH et al. | β | 2017 | β |
| Association Between The Real Cost Media Campaign and Smoking Initiation Among Youths - United States, 2014-2016. | Farrelly MC et al. | β | 2017 | β |
| Developing a practical suicide risk prediction model for targeting high-risk patients in the Veterans health Administration. | Kessler RC et al. | β | 2017 | β |
| Frequency of Improvised Explosive Devices and Suicide Attempts in the U.S. Army. | Ursano RJ et al. | β | 2017 | β |
| Health care contact and suicide risk documentation prior to suicide death: Results from the Army Study to Assess Risk and Resilience in Servicemembers (Army STARRS). | Ribeiro JD et al. | β | 2017 | β |
| Long-term effects of mental disorders on marital outcomes in the National Comorbidity Survey ten-year follow-up. | Mojtabai R et al. | β | 2017 | β |
| Medically Documented Suicide Ideation Among U.S. Army Soldiers. | Ursano RJ et al. | β | 2017 | β |
| Neurocognitive Function and Suicide in U.S. Army Soldiers. | Naifeh JA et al. | β | 2017 | β |
| Predicting Sexual Assault Perpetration in the U.S. Army Using Administrative Data. | Rosellini AJ et al. | β | 2017 | β |
| Risk of Suicide Attempt Among Soldiers in Army Units With a History of Suicide Attempts. | Ursano RJ et al. | β | 2017 | β |
| Suicide attempts in U.S. Army combat arms, special forces and combat medics. | Ursano RJ et al. | β | 2017 | β |
| Using administrative data to identify U.S. Army soldiers at high-risk of perpetrating minor violent crimes. | Rosellini AJ et al. | β | 2017 | β |
| Using self-report surveys at the beginning of service to develop multi-outcome risk models for new soldiers in the U.S. Army. | Rosellini AJ et al. | β | 2017 | β |
| A survival tree method for the analysis of discrete event times in clinical and epidemiological studies. | Schmid M et al. | β | 2016 | β |
| Developing a Risk Model to Target High-risk Preventive Interventions for Sexual Assault Victimization among Female U.S. Army Soldiers. | Street AE et al. | β | 2016 | β |
| Higher Childhood Peer Reports of Social Preference Mediates the Impact of the Good Behavior Game on Suicide Attempt. | Newcomer AR et al. | β | 2016 | β |
| Impulsivity predicts the onset of DSM-IV-TR or RDC hypomanic and manic episodes in adolescents and young adults with high or moderate reward sensitivity. | Ng TH et al. | β | 2016 | β |
| Predicting non-familial major physical violent crime perpetration in the US Army from administrative data. | Rosellini AJ et al. | β | 2016 | β |
| Ramipril + amlodipine and ramipril + hydrochlorothiazide fixed-dose combinations in relation to patient adherence. | Simonyi G et al. | β | 2016 | β |
| Recovery Amid Pro-Anorexia: Analysis of Recovery in Social Media. | Chancellor S et al. | β | 2016 | β |
| Risk Factors, Methods, and Timing of Suicide Attempts Among US Army Soldiers. | Ursano RJ et al. | β | 2016 | β |
| The epidemiology of traumatic event exposure worldwide: results from the World Mental Health Survey Consortium. | Benjet C et al. | β | 2016 | β |
| Association between witnessing traumatic events and psychopathology in the South African Stress and Health Study. | Atwoli L et al. | β | 2015 | β |
| Cannabis Smoking and Diabetes Mellitus: Results from Meta-analysis with Eight Independent Replication Samples. | Alshaarawy O et al. | β | 2015 | β |
| Improving Our Ability to Evaluate Underlying Mechanisms of Behavioral Onset and Other Event Occurrence Outcomes: A Discrete-Time Survival Mediation Model. | Fairchild AJ et al. | β | 2015 | β |
| Long-term effects of mental disorders on educational attainment in the National Comorbidity Survey ten-year follow-up. | Mojtabai R et al. | β | 2015 | β |
| Occupational differences in US Army suicide rates. | Kessler RC et al. | β | 2015 | β |
| Time to improve and recover from depressive symptoms and interpersonal problems in a clinical trial. | Lopes RT et al. | β | 2015 | β |
| Understanding the elevated suicide risk of female soldiers during deployments. | Street AE et al. | β | 2015 | β |
| A comparative analysis of role attainment and impairment in binge-eating disorder and bulimia nervosa: results from the WHO World Mental Health Surveys. | Kessler RC et al. | β | 2014 | β |
| Adherence to treatment to help quit smoking: effects of task performance and coping with withdrawal symptoms. | LΓ³pez-Torrecillas F et al. | β | 2014 | β |
| Alcohol abuse in developed and developing countries in the World Mental Health Surveys: Socially defined consequences or psychiatric disorder? | Glantz MD et al. | β | 2014 | β |
| An observational study of the impact of service use on suicidality among adults with mental disorders. | Borges G et al. | β | 2014 | β |
| Associations between mental disorders and subsequent onset of hypertension. | Stein DJ et al. | β | 2014 | β |
| Cutting-edge statistical methods for a life-course approach. | Bub KL et al. | β | 2014 | β |
| Dopamine D3 and 5-HT1B receptor dysregulation as a result of psychostimulant intake and forced abstinence: Implications for medications development. | Neisewander JL et al. | β | 2014 | β |
| Sociodemographic and career history predictors of suicide mortality in the United States Army 2004-2009. | Gilman SE et al. | β | 2014 | β |
| The effects of temporally secondary co-morbid mental disorders on the associations of DSM-IV ADHD with adverse outcomes in the US National Comorbidity Survey Replication Adolescent Supplement (NCS-A). | Kessler RC et al. | β | 2014 | β |
| Theoretically motivated interventions for reducing sexual risk taking in adolescence: a randomized controlled experiment applying fuzzy-trace theory. | Reyna VF et al. | β | 2014 | β |
| Association of childhood adversities with the first onset of mental disorders in Spain: results from the ESEMeD project. | Perales J et al. | β | 2013 | β |
| Chronic childhood adversity and stages of substance use involvement in adolescents. | Benjet C et al. | β | 2013 | β |
| Do the psychosocial risks associated with television viewing increase mortality? Evidence from the 2008 General Social Survey-National Death Index dataset. | Muennig P et al. | β | 2013 | β |
| Effects of ceftiofur and chlortetracycline treatment strategies on antimicrobial susceptibility and on tet(A), tet(B), and bla CMY-2 resistance genes among E. coli isolated from the feces of feedlot cattle. | Kanwar N et al. | β | 2013 | β |
| Examining the temporal relationship between psychological climate, work attitude, and staff turnover. | Garner BR et al. | β | 2013 | β |
| Factors predicting smoking in a laboratory-based smoking-choice task. | Bold KW et al. | β | 2013 | β |
| Genetic and neurophysiological correlates of the age of onset of alcohol use disorders in adolescents and young adults. | Chorlian DB et al. | β | 2013 | β |
| Initiation of abstinence in adolescents treated for marijuana use disorders. | Brown PC et al. | β | 2013 | β |
| Irritable mood in adult major depressive disorder: results from the world mental health surveys. | Kovess-Masfety V et al. | β | 2013 | β |
| Mexican immigration to the U.S., the occurrence of violence and the impact of mental disorders. | Borges G et al. | β | 2013 | β |
| Predictors of initial and sustained remission from alcohol use disorders: findings from the 30-year follow-up of the San Diego Prospective Study. | Trim RS et al. | β | 2013 | β |
| Race moderates the effect of menthol cigarette use on short-term smoking abstinence. | Reitzel LR et al. | β | 2013 | β |
| Sexual dating aggression across grades 8 through 12: timing and predictors of onset. | Reyes HL et al. | β | 2013 | β |
| The prevalence and correlates of binge eating disorder in the World Health Organization World Mental Health Surveys. | Kessler RC et al. | β | 2013 | β |
| Trauma exposure and posttraumatic stress disorder in a national sample of adolescents. | McLaughlin KA et al. | β | 2013 | β |
| Childhood adversities and first onset of psychiatric disorders in a national sample of US adolescents. | McLaughlin KA et al. | β | 2012 | β |
| High Behavioral Approach System (BAS) sensitivity, reward responsiveness, and goal-striving predict first onset of bipolar spectrum disorders: a prospective behavioral high-risk design. | Alloy LB et al. | β | 2012 | β |
| Lifetime co-morbidity of DSM-IV disorders in the US National Comorbidity Survey Replication Adolescent Supplement (NCS-A). | Kessler RC et al. | β | 2012 | β |
| Mexican immigration to the US and alcohol and drug use opportunities: does it make a difference in alcohol and/or drug use? | Borges G et al. | β | 2012 | β |
| Mixed methods for implementation research: application to evidence-based practice implementation and staff turnover in community-based organizations providing child welfare services. | Aarons GA et al. | β | 2012 | β |
| Parent-child communication and marijuana initiation: evidence using discrete-time survival analysis. | Nonnemaker JM et al. | β | 2012 | β |
| Smoking onset and the time-varying effects of self-efficacy, environmental smoking, and smoking-specific parenting by using discrete-time survival analysis. | Hiemstra M et al. | β | 2012 | β |
| Suicidality, ethnicity and immigration in the USA. | Borges G et al. | β | 2012 | β |
| A cross-national study on Mexico-US migration, substance use and substance use disorders. | Borges G et al. | β | 2011 | β |
| A multinational study of mental disorders, marriage, and divorce. | Breslau J et al. | β | 2011 | β |
| Association of smoking onset with R-rated movie restrictions and adolescent sensation seeking. | de Leeuw RN et al. | β | 2011 | β |
| Development of lifetime comorbidity in the World Health Organization world mental health surveys. | Kessler RC et al. | β | 2011 | β |
| Influence of mental disorders on school dropout in Mexico. | Borges G et al. | β | 2011 | β |
| The association of chronic adversity with psychiatric disorder and disorder severity in adolescents. | Benjet C et al. | β | 2011 | β |
| The effects of latent variables in the development of comorbidity among common mental disorders. | Kessler RC et al. | β | 2011 | β |
| The prevalence of family childhood adversities and their association with first onset of DSM-IV disorders in metropolitan China. | Lee S et al. | β | 2011 | β |
| Adversities in childhood and adult psychopathology in the South Africa Stress and Health Study: associations with first-onset DSM-IV disorders. | Slopen N et al. | β | 2010 | β |
| Bipolar disorder with frequent mood episodes in the national comorbidity survey replication (NCS-R). | Nierenberg AA et al. | β | 2010 | β |
| Bipolar disorder with frequent mood episodes in the New Zealand Mental Health Survey. | Wells JE et al. | β | 2010 | β |
| Childhood adversities and adult psychiatric disorders in the national comorbidity survey replication I: associations with first onset of DSM-IV disorders. | Green JG et al. | β | 2010 | β |
| Childhood adversities and adult psychiatric disorders in the national comorbidity survey replication II: associations with persistence of DSM-IV disorders. | McLaughlin KA et al. | β | 2010 | β |
| Contingency management for cocaine use in methadone maintenance patients: when does abstinence happen? | Weinstock J et al. | β | 2010 | β |
| R-rated movie viewing, growth in sensation seeking and alcohol initiation: reciprocal and moderation effects. | Stoolmiller M et al. | β | 2010 | β |
| Alcohol-branded merchandise and its association with drinking attitudes and outcomes in US adolescents. | McClure AC et al. | β | 2009 | β |
| Discrete-Time Survival Factor Mixture Analysis for Low-Frequency Recurrent Event Histories. | Masyn KE | β | 2009 | β |
| Emotional maltreatment and depression: prospective prediction of depressive episodes. | Liu RT et al. | β | 2009 | β |
| Immigration and suicidal behavior among Mexicans and Mexican Americans. | Borges G et al. | β | 2009 | β |
| Mental disorders and termination of education in high-income and low- and middle-income countries: epidemiological study. | Lee S et al. | β | 2009 | β |
| Persistent delirium predicts greater mortality. | Kiely DK et al. | β | 2009 | β |
| Posttraumatic stress disorder and suicide attempts in a community sample of urban american young adults. | Wilcox HC et al. | β | 2009 | β |
| Prevention of depression in at-risk adolescents: a randomized controlled trial. | Garber J et al. | β | 2009 | β |
| The acquisition of gender labels in infancy: implications for gender-typed play. | Zosuls KM et al. | β | 2009 | β |
| The impact of evidence-based practice implementation and fidelity monitoring on staff turnover: evidence for a protective effect. | Aarons GA et al. | β | 2009 | β |
| Who Stays and Who Leaves? Father Accessibility Across Children's First 5 Years. | Shannon JD et al. | β | 2009 | β |
| Mental disorders and subsequent educational attainment in a US national sample. | Breslau J et al. | β | 2008 | β |
| Social rhythm regularity and the onset of affective episodes in bipolar spectrum individuals. | Shen GH et al. | β | 2008 | β |
| Specificity of social anxiety disorder as a risk factor for alcohol and cannabis dependence. | Buckner JD et al. | β | 2008 | β |
| The Impact of Foster Care and Temporary Assistance for Needy Families (TANF) on Women's Drug Treatment Outcomes. | Lewandowski CA et al. | β | 2008 | β |
| The impact of two universal randomized first- and second-grade classroom interventions on young adult suicide ideation and attempts. | Wilcox HC et al. | β | 2008 | β |
| Mechanisms of change in a cognitive behavioral couples prevention program: does being naughty or nice matter? | Stanley SM et al. | β | 2007 | β |
| The prevalence and correlates of eating disorders in the National Comorbidity Survey Replication. | Hudson JI et al. | β | 2007 | β |
| The relationship of cumulative and proximal adversity to onset of substance dependence symptoms in two American Indian communities. | Whitesell NR et al. | β | 2007 | β |
| A meta-analytic review of obesity prevention programs for children and adolescents: the skinny on interventions that work. | Stice E et al. | β | 2006 | β |
| Enduring effects for cognitive behavior therapy in the treatment of depression and anxiety. | Hollon SD et al. | β | 2006 | β |
| Errors in interpreting abstinence curves in studies of smoking cessation. | Hughes JR et al. | β | 2006 | β |
| Prevalence, subtypes, and correlates of DSM-IV conduct disorder in the National Comorbidity Survey Replication. | Nock MK et al. | β | 2006 | β |
| Depression, cardiovascular disease, diabetes, and two-year mortality among older, primary-care patients. | Gallo JJ et al. | β | 2005 | β |
| Lifetime risk and persistence of psychiatric disorders across ethnic groups in the United States. | Breslau J et al. | β | 2005 | β |
| The Timing of Entry Into Fatherhood in Young, At-Risk Men. | Pears KC et al. | β | 2005 | β |
| Marginalized transition models for longitudinal binary data with ignorable and non-ignorable drop-out. | Kurland BF et al. | β | 2004 | β |
| The development of suicide ideation and attempts: an epidemiologic study of first graders followed into young adulthood. | Wilcox HC et al. | β | 2004 | β |
| Estimating Multi-Level Discrete-Time Hazard Models Using Cross-Sectional Data: Neighborhood Effects on the Onset of Adolescent Cigarette Use. | Reardon SF et al. | β | 2002 | β |
| Exposure opportunity as a mechanism linking youth marijuana use to hallucinogen use. | Wilcox HC et al. | β | 2002 | β |
| Intravenous and non-intravenous cocaine abusers admitted to inpatient detoxification treatment: a 3-year medical-chart review of patient characteristics and predictors of treatment re-admission. | Callaghan RC et al. | β | 2002 | β |
| Child sexual abuse and subsequent psychopathology: results from the National Comorbidity Survey. | Molnar BE et al. | β | 2001 | β |
| Predictors of panic attacks in adolescents. | Hayward C et al. | β | 2000 | β |
| Recovery from episodes during the course of affective disorder: a case-register study. | Kessing LV et al. | β | 1999 | β |
| Applying multilevel analytic strategies in adolescent substance use prevention research. | Palmer RF et al. | β | 1998 | β |
| Physician retention in community and migrant health centers: who stays and for how long? | Singer JD et al. | β | 1998 | β |
| Longitudinal research using computerized clinical databases: caveats and constraints. | Wuerker AK | β | 1997 | β |
| Statistical methods for describing temporal order in longitudinal research. | Miller TQ | β | 1997 | β |
| Methodological issues in psychopathology research. | Sher KJ et al. | β | 1996 | β |
| The changing careers of patients with chronic mental illness: a study of sequential patterns in mental health service utilization. | Wuerker AK | β | 1996 | β |
| Social relationships and abstinence from cocaine in an American treatment sample. | Havassy BE et al. | β | 1995 | β |