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<front>
<journal-meta><journal-id journal-id-type="publisher-id">SOTRAP</journal-id><journal-id journal-id-type="nlm-ta">Sex Offending</journal-id>
<journal-title-group>
<journal-title>Sexual Offending: Theory, Research, and Prevention</journal-title><abbrev-journal-title abbrev-type="pubmed">Sex. Offending</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2699-8440</issn>
<publisher><publisher-name>PsychOpen</publisher-name></publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">sotrap.12893</article-id>
<article-id pub-id-type="doi">10.5964/sotrap.12893</article-id>
<article-categories>
<subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group>
</article-categories>
<title-group>
<article-title>Enhancing Rehabilitation Practices: Over- and Undertreatment in a German Outpatient Sexual Offender Program: Monitoring Degrees of Treatment Based on Standardized Risk Levels</article-title>
<alt-title alt-title-type="right-running">Enhancing Rehabilitation Practices</alt-title>
<alt-title specific-use="APA-reference-style" xml:lang="en">Enhancing rehabilitation practices: Over- and undertreatment in a German outpatient sexual offender program: Monitoring degrees of treatment based on standardized risk levels</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>Dietl</surname><given-names>Markus</given-names></name><xref ref-type="corresp" rid="cor1">*</xref><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib>
<contrib contrib-type="author"><name name-style="western"><surname>Schumann</surname><given-names>Sharon</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib>
<contrib contrib-type="author"><name name-style="western"><surname>Feil</surname><given-names>Markus G.</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref></contrib>
<contrib contrib-type="editor">
<name>
<surname>Helmus</surname>
<given-names>L. Maaike</given-names>
</name>
<xref ref-type="aff" rid="aff3"/>
</contrib>
<contrib contrib-type="editor">
<name>
<surname>Turner</surname>
<given-names>Daniel</given-names>
</name>
<xref ref-type="aff" rid="aff4"/>
</contrib>
<aff id="aff1"><label>1</label><institution>Diakonie Munich</institution>, <addr-line><city>Munich</city></addr-line>, <country country="DE">Germany</country></aff>
<aff id="aff2"><label>2</label><institution>inforensik</institution>, <addr-line><city>Munich</city></addr-line>, <country country="DE">Germany</country></aff>
<aff id="aff3">Simon Fraser University, Burnaby, <country>Canada</country></aff>
<aff id="aff4">University Medical Center Mainz, Mainz, <country>Germany</country></aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><label>*</label>Diakonie Munich, Psychotherapeutic Specialist Outpatient Clinic for Violent and Sexual Offenders, Bayerstraße 15, 80335 Munich, Germany. <email xlink:href="mdietl@hilfswerk-muenchen.de">mdietl@hilfswerk-muenchen.de</email></corresp>
</author-notes>
<pub-date date-type="pub" publication-format="electronic"><day>19</day><month>12</month><year>2025</year></pub-date>
<pub-date pub-type="collection" publication-format="electronic"><year>2025</year></pub-date>
<volume>20</volume>
<elocation-id>e12893</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>09</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>07</month>
<year>2025</year>
</date>
</history>
<permissions><copyright-year>2025</copyright-year><copyright-holder>Dietl, Schumann, &amp; Feil</copyright-holder><license license-type="open-access" specific-use="CC BY 4.0" xlink:href="https://creativecommons.org/licenses/by/4.0/"><ali:license_ref>https://creativecommons.org/licenses/by/4.0/</ali:license_ref><license-p>This is an open access article distributed under the terms of the Creative Commons Attribution 4.0 International License, CC BY 4.0, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p></license></permissions>
<abstract>
<sec><title>Background</title>
<p>Effective reintegration into the community requires tailored treatment programs that address criminogenic needs. Ultimately, these efforts are essential to maintaining public safety.</p></sec>
<sec><title>Objective</title>
<p>This study aimed to evaluate whether our outpatient program met the criminogenic needs of participants.</p></sec>
<sec><title>Method</title>
<p>Between 2008 and 2023, treatment needs of a sample of 955 male sexual offenders were assessed using the Static-99 tool and standardized risk levels.</p></sec>
<sec><title>Results</title>
<p>A significant 63.5% of the offenders exhibited treatment needs. Among the total population, 56% were undertreated, 14% overtreated, and 30% adequately treated. Therapy in sociotherapeutic facilities had a significant influence on over- and undertreatment.</p></sec>
<sec><title>Conclusion</title>
<p>The degrees of treatment based on standardized risk levels are proving to be very valuable in forensic outpatient care, underscoring an urgent requirement for more individualized treatment strategies. Sociotherapeutic interventions play a key role in reducing undertreatment.</p></sec>
</abstract>
<abstract xml:lang="en" abstract-type="non-technical">
<sec><title>Background</title>
<p>Quality problems in treatment mainly include over- and undertreatment. Undertreatment happens when patients do not receive the necessary treatment, while overtreatment involves giving excessive or unnecessary treatment, which can be harmful and represents an unnecessary consumption of limited resources. The essential goal is adequate treatment, which should be timely and beneficial. Our study uses standardized risk levels to provide insights into recidivism risk and recommend adequate treatment duration based on treatment needs. Our main goal was to ensure the correct amount of treatment for sexual offenders.</p></sec>
<sec><title>Why was this study done?</title>
<p>A German outpatient sexual offender program monitored treatment degrees based on standardized risk levels to prevent over- and undertreatment, enhancing rehabilitation practices.</p></sec>
<sec><title>What did the researchers do and find?</title>
<p>Data from the past 15 years was perused, focusing on sexual offenders attending our programme. Regrettably, a majority were found to be undertreated. Special attention was given to patients undergoing treatment in sociotherapeutic facilities (STFs), which are specialized departments within prisons where psychotherapeutic interventions take place. These facilities often significantly extend treatment times, which has a positive impact on the need for treatment.</p></sec>
<sec><title>What do these findings mean?</title>
<p>This observation highlights the alarming trend that high-risk patients often withdraw from treatment early. A promising answer lies in combining imprisonment with STF to ensure completion of the program, a cornerstone of the rehabilitation journey. This urges the need for full support and specialized programs.</p></sec>
</abstract>
<abstract abstract-type="highlights">
<title>Highlights</title>
<p><list list-type="bullet">
<list-item>
<p>Degrees of treatment help tailor sexual offender programs, focusing on recidivism risk to balance treatment intensity.</p></list-item>
<list-item>
<p>Over 50% of patients in our outpatient program are receiving less care than required for their risk levels.</p></list-item>
<list-item>
<p>Utilizing standardized risk levels to guide treatment planning ensures adequate treatment for all offenders, enhancing rehabilitation outcomes and minimizing inefficiencies.</p></list-item>
<list-item>
<p>The unmet treatment needs of high-risk inmates, resulting from undertreatment in prison-based sociotherapeutic facilities, place a burden on the limited resources of outpatient programs.</p></list-item>
</list></p>
</abstract>
<kwd-group kwd-group-type="author"><kwd>standardized risk levels</kwd><kwd>sexual offender treatment programs</kwd><kwd>degree of over/under treatment</kwd><kwd>social therapy</kwd><kwd>prison-based and outpatient treatment needs</kwd><kwd>German rehabilitation policy</kwd></kwd-group>
</article-meta>
</front>
<body>
<sec sec-type="intro"><title></title>
<p>Effective treatment for sexual offenders requires evidence-based interventions that focus on criminogenic needs to reduce recidivism (<xref ref-type="bibr" rid="r32">Hanson et al., 2009</xref>). Balancing treatment intensity is crucial to avoid over- or undertreatment, ensuring better outcomes (<xref ref-type="bibr" rid="r43">Lohr &amp; Schroeder, 1990</xref>; <xref ref-type="bibr" rid="r46">Lowenkamp &amp; Latessa, 2002</xref>). Therefore, the program's outpatient practice increasingly uses evidence-based practices in risk assessment and tailors treatment to offenders individual risk factors and various backgrounds (<xref ref-type="bibr" rid="r16">Drawbridge et al., 2019</xref>; <xref ref-type="bibr" rid="r36">Hogan &amp; Olver, 2023</xref>).</p>
<sec sec-type="other1"><title>Challenges in Implementing Effective Treatment</title>
<p>One of the challenges in the treatment of sexual offenders is the variability in recidivism; <xref ref-type="bibr" rid="r53">Rettenberger et al. (2015)</xref> report an overall recidivism rate of 6% within five years in Austria, varying between rapists (4%) and child molesters (8%), while <xref ref-type="bibr" rid="r47">Lussier et al. (2023)</xref> report Canadian rates around 10%. Longitudinal data shows recidivism increases over time, with 10-year rates 1.5 times higher than 5-year rates (<xref ref-type="bibr" rid="r42">Lee &amp; Hanson, 2021</xref>), underscoring the need for long-term monitoring. In addition, risk assessment tools have inconsistent agreement rates ranging from 23% to 71%, adding complexity to treatment management (<xref ref-type="bibr" rid="r37">Jung et al., 2013</xref>). Risk-Need-Responsivity (RNR) model provides a framework to address these challenges (<xref ref-type="bibr" rid="r33">Hanson et al., 2017b</xref>).</p></sec>
<sec sec-type="other2"><title>Risk-Need-Responsivity (RNR) Model</title>
<p>The RNR model is fundamental to sexual offender treatment, emphasizing interventions tailored to individual risk factor (<xref ref-type="bibr" rid="r1">Andrews et al., 1990</xref>; <xref ref-type="bibr" rid="r3">Bonta &amp; Andrews, 2007</xref>). The model is guided by three principles:</p>
<list id="L2" list-type="bullet">
<list-item>
<p><bold>Risk Principle:</bold> Treatment intensity should match the offender's risk level; high-risk offenders require more intensive interventions, low-risk offenders less (<xref ref-type="bibr" rid="r28">Gendreau, 1996</xref>).</p></list-item>
<list-item>
<p><bold>Need Principle:</bold> Focusing on criminogenic needs, like pro-criminal attitudes, helps reduce recidivism (<xref ref-type="bibr" rid="r32">Hanson et al., 2009</xref>).</p></list-item>
<list-item>
<p><bold>Responsivity Principle:</bold> Treatment should be tailored to the offender’s characteristics, including cognitive abilities, motivation, and personal circumstances (<xref ref-type="bibr" rid="r2">Birgden, 2004</xref>).</p></list-item>
</list></sec>
<sec sec-type="other3"><title>Criminogenic Needs</title>
<p>Standardized risk levels based on RNR principles focus on the criminal risk associated with antisocial behavior (<xref ref-type="bibr" rid="r3">Bonta &amp; Andrews, 2007</xref>). The Central Eight risk factors include both static and dynamic elements, such as criminal history, procriminal attitudes, antisocial personality traits, and substance abuse (<xref ref-type="bibr" rid="r4">Bonta &amp; Andrews, 2016</xref>). While dynamic factors, like emotional regulation and social skills, may change with treatment, static factors, such as criminal history do not (<xref ref-type="bibr" rid="r17">Eher et al., 2021</xref>; <xref ref-type="bibr" rid="r51">Olver et al., 2007</xref>). Criminogenic needs refer to dynamic risk factors that can be modified through treatment. Sexual offender rehabilitation must address both dynamic and static factors in outpatient and prison-based programs (<xref ref-type="bibr" rid="r52">Prenzler et al., 2023</xref>).</p></sec>
<sec sec-type="other4"><title>Standardized Risk Levels</title>
<p>From 2014 to 2016, experts in Washington developed a five-level sexual offender risk assessment system (<xref ref-type="bibr" rid="r33">Hanson et al., 2017b</xref>; <xref ref-type="bibr" rid="r38">Justice Center, 2014</xref>), which assigns individuals to one of five levels based on risk scores (see <xref ref-type="table" rid="t1">Table 1</xref>).</p>
<table-wrap id="t1" position="anchor" orientation="portrait">
<label>Table 1</label><caption><title>Examining Outcomes Using the Standardized Risk Levels</title></caption>
<table frame="hsides" rules="groups" style="compact-1 striped-#f3f3f3">
<col width="10%" align="left"/>
<col width="15%" align="left"/>
<col width="15%"/>
<col width="15%" align="left"/>
<col width="15%" align="left"/>
<col width="15%"/>
<col width="15%"/>
<thead>
<tr>
<th valign="bottom">Level</th>
<th valign="bottom">Risk</th>
<th valign="bottom">Static-99 <?linebreak?>Score*</th>
<th valign="bottom">Prognosis</th>
<th valign="bottom">Criminogenic Needs</th>
<th valign="bottom">5 Years <break/>Recidivism** <?linebreak?>(A)</th>
<th valign="bottom">5 Years <break/>Recidivism*** <?linebreak?>(C)</th>
</tr>
</thead>
<tbody>
<tr>
<td>I</td>
<td>Low</td>
<td>0</td>
<td>Excellent</td>
<td>None or Few</td>
<td>1%</td>
<td>1%</td>
</tr>
<tr>
<td>II</td>
<td>Moderate-Low</td>
<td>1-2</td>
<td>Very good</td>
<td>Few</td>
<td>2%</td>
<td>3%</td>
</tr>
<tr>
<td>III</td>
<td>Moderate</td>
<td>3-4</td>
<td>Good</td>
<td>Multiple</td>
<td>5%</td>
<td>8%</td>
</tr>
<tr>
<td>IVA</td>
<td>Moderate-High</td>
<td>5-6</td>
<td>Improvement</td>
<td>Multiple</td>
<td>14%</td>
<td>15%</td>
</tr>
<tr>
<td>IVB</td>
<td>High</td>
<td>&gt; 7</td>
<td>Improvement</td>
<td>Multiple</td>
<td>31%</td>
<td>53%</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Note.</italic> A = Austria; C = Canada. Source based on: <xref ref-type="bibr" rid="r12">Chassin and Galvin (1998)</xref>.</p>
<p>*<xref ref-type="bibr" rid="r18">Eher et al. (2019)</xref>. **<xref ref-type="bibr" rid="r17">Eher et al. (2021)</xref>. ***<xref ref-type="bibr" rid="r31">Hanson et al. (2017a)</xref>.</p>
</table-wrap-foot>
</table-wrap>
<p>These risk levels help allocate treatment resources, ensuring high-risk offenders receive intensive treatment (<xref ref-type="bibr" rid="r30">Guéridon &amp; Suhling, 2020</xref>) and low-risk offenders avoid unnecessary interventions, improving overall treatment efficiency (<xref ref-type="bibr" rid="r62">Viljoen et al., 2018</xref>). Tools such as the Static-99 and VRS-SO tailor strategies to reduce recidivism (<xref ref-type="bibr" rid="r18">Eher et al., 2019</xref>; <xref ref-type="bibr" rid="r51">Olver et al., 2007</xref>). The VRS-SO includes dynamic factors but we use Static-99 for completeness in the sample, focusing on static factors for long-term risk assessment and resource allocation (<xref ref-type="bibr" rid="r18">Eher et al., 2019</xref>).</p>
<sec><title>Monitoring Degrees of Treatment in Rehabilitation</title>
<p>It is essential to track the effects of treatment in the forensic setting. Treatment degrees include adequate, over- and undertreatment (<xref ref-type="bibr" rid="r12">Chassin &amp; Galvin, 1998</xref>), help guide interventions. <xref ref-type="bibr" rid="r33">Hanson et al. (2017b)</xref> recommend 100-200 hours for Level III, 200-300 hours for Level IVA, 300+ hours for Level IVB and recommend specific treatment time based on criminogenic needs (<xref ref-type="bibr" rid="r39">Kroner &amp; Hanson, 2023</xref>). Adequate treatment is set at 2 hours for Level I and 15 hours for Level II. These thresholds in <xref ref-type="table" rid="t2">Table 2</xref> optimize rehabilitation.</p>
<table-wrap id="t2" position="anchor" orientation="portrait">
<label>Table 2</label><caption><title>Definition of the Degrees of Treatment Based on the Standardized Risk Levels</title></caption>
<table frame="hsides" rules="groups" style="compact-1 striped-#f3f3f3">
<col width="15%" align="left"/>
<col width="31%" align="left"/>
<col width="10%"/>
<col width="10%"/>
<col width="12%"/>
<col width="12%"/>
<col width="10%"/>
<thead>
<tr>
<th valign="bottom">Degrees of <break/>Treatment</th>
<th valign="bottom">Definition</th>
<th valign="bottom">I</th>
<th valign="bottom">II</th>
<th valign="bottom">III</th>
<th valign="bottom">IVA</th>
<th valign="bottom">IVB</th>
</tr>
</thead>
<tbody>
<tr>
<td>Undertreatment</td>
<td>Patients do not receive services that could be beneficial.</td>
<td>–</td>
<td>–</td>
<td>&lt; 100 h</td>
<td>&lt; 200 h</td>
<td>&lt; 300 h</td>
</tr>
<tr>
<td>Overtreatment</td>
<td>The services exceed what is necessary.</td>
<td>&gt; 2 h</td>
<td>&gt; 15 h</td>
<td>&gt; 200 h</td>
<td>&gt; 300 h</td>
<td>–</td>
</tr>
<tr>
<td>Adequate Treatment</td>
<td>Services that have a positive impact.</td>
<td>&lt; 2 h</td>
<td>&lt; 15 h</td>
<td>100 h – 200 h</td>
<td>200 h – 300 h</td>
<td>&gt; 300 h</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Note.</italic> h = hour. The degrees of treatment categorize the adequacy of therapeutic interventions provided based on standardized risk levels, influencing rehabilitation outcomes. Source: <xref ref-type="bibr" rid="r33">Hanson et al. (2017b)</xref>, <xref ref-type="bibr" rid="r12">Chassin and Galvin (1998)</xref>. For detailed methodologies or specific contexts, refer to the respective studies.</p>
</table-wrap-foot>
</table-wrap></sec>
<sec><title>Tailored Application in Sexual Offender Treatment</title>
<p>Forensic officers need to customize interventions based on best practice approaches. Matching therapy with offender risk profiles prevents undertreatment of high-risk offenders and improves resource use (<xref ref-type="bibr" rid="r13">de Leon, 2014</xref>; <xref ref-type="bibr" rid="r15">Doblytė, 2020</xref>). Applying the concept of degrees of treatment ensures that interventions are in line with offender characteristics (<xref ref-type="bibr" rid="r14">Dietl &amp; Korczak, 2011</xref>). This supports evidence-based practices aimed at reducing recidivism by addressing cognitive abilities, motivation, and personal circumstances (<xref ref-type="bibr" rid="r21">Feil et al., 2024a</xref>).</p></sec></sec>
<sec sec-type="other5"><title>Treatment Approaches for Sexual Offenders in Germany</title>
<p>In Germany, treatment is structured around criminal law. Offenders found to be not fully responsible are treated in psychiatric hospitals, while others are treated in sociotherapeutic facilities (STFs) (<xref ref-type="bibr" rid="r44">Lösel et al., 2020</xref>). Rigorous therapy quality monitoring with clear benchmarks and outcome measures is essential to improve treatment effectiveness. However, meta-analyses on reducing recidivism rates have shown mixed results. Individualized therapy may be needed (<xref ref-type="bibr" rid="r57">Schmucker &amp; Lösel, 2015</xref>). Some programs report positive outcomes (<xref ref-type="bibr" rid="r27">Gannon et al., 2019</xref>), but continued evaluation is necessary. Studies in Germany and Switzerland show significant recidivism reductions in outpatient settings (<xref ref-type="bibr" rid="r25">Franke et al., 2021</xref>; <xref ref-type="bibr" rid="r60">Seewald et al., 2018</xref>).</p>
<sec><title>Gold Standard Treatment Protocols</title>
<p>The RNR and Good Lives Model (GLM) are essential frameworks for effective treatment planning (<xref ref-type="bibr" rid="r3">Bonta &amp; Andrews, 2007</xref>; <xref ref-type="bibr" rid="r63">Ward &amp; Gannon, 2006</xref>; <xref ref-type="bibr" rid="r65">Yates, 2009</xref>). These models incorporate psychological assessments to tailor interventions (<xref ref-type="bibr" rid="r59">Schwarze et al., 2018</xref>). In German outpatient programs, RNR is integrated into 71.9% of cases, while GLM is used in 62.5%, adjusting treatment intensity based on recidivism risk (<xref ref-type="bibr" rid="r29">Gregório Hertz et al., 2019</xref>).</p></sec></sec>
<sec sec-type="other6"><title>Outpatient Sexual Offender Programs</title>
<p>The study examines an outpatient sexual offender treatment program in Munich and southern Bavaria, aiming to reduce recidivism and support social reintegration (<xref ref-type="bibr" rid="r10">Carl &amp; Schmucker, 2017</xref>) by assessing risk, improving impulse control, and promoting prosocial relationships (<xref ref-type="bibr" rid="r59">Schwarze et al., 2018</xref>).</p>
<sec><title>Risk Assessment in Outpatient Programs</title>
<p>Risk assessment plays a central role in treatment (<xref ref-type="bibr" rid="r50">Olver &amp; Stockdale, 2020</xref>), using tools like Static-99, Stable-2007 (<xref ref-type="bibr" rid="r17">Eher et al., 2021</xref>), and VRS-SO (<xref ref-type="bibr" rid="r51">Olver et al., 2007</xref>) to evaluate static and dynamic factors. A case manager monitors initial risk assessments and serves as a contact person to external parties, while the therapist focuses on treatment. In Munich, these roles are separated, but this is not standard practice across Germany.</p></sec>
<sec><title>Interdisciplinary Therapy Approach</title>
<p>An interdisciplinary team of psychologists, psychotherapists, and social workers develops an individualized treatment plan (<xref ref-type="bibr" rid="r59">Schwarze et al., 2018</xref>). The goal is to address criminal behavior develop a sense of responsibility, and promote socially appropriate behavior. Cognitive-behavioral therapy is the most common approach (46%), followed by systemic (17%) and psychodynamic therapy (16%). Medication is used alongside psychotherapy in 11% of cases (<xref ref-type="bibr" rid="r29">Gregório Hertz et al., 2019</xref>; <xref ref-type="bibr" rid="r61">Turner et al., 2013</xref>).</p></sec>
<sec><title>Outpatient Group Therapy Details</title>
<p>Group therapies typically last 60-90 minutes and involves approximately eight participants (<xref ref-type="bibr" rid="r58">Schulte Ostermann et al., 2021</xref>). Psychoeducational sessions are used to motivate high-risk offenders with low engagement in treatment (<xref ref-type="bibr" rid="r22">Feil &amp; Furjanic, 2019</xref>). Mentalization-Based Therapy (MBT) is effective for offenders with Antisocial Personality Disorder, and improves emotional regulation and social skills (<xref ref-type="bibr" rid="r24">Flaaten et al., 2024</xref>). Interactive psycho educational groups are effective for child pornography offenders (<xref ref-type="bibr" rid="r55">Rimer, 2021</xref>) and schematherapy has been shown to change criminal behavior help change maladaptive patterns associated with (<xref ref-type="bibr" rid="r58">Schulte Ostermann et al., 2021</xref>). Participants discharged from STFs are prioritized for these programs.</p></sec></sec>
<sec sec-type="other7"><title>Rehabilitation in Sociotherapeutic Facilities</title>
<p>STFs provide psychotherapeutic and social interventions aimed at addressing offenders' criminogenic needs (<xref ref-type="bibr" rid="r41">Kury &amp; Fenn, 1977</xref>).</p>
<sec><title>Rationale for Investigating STFs</title>
<p>A significant number of sexual offenders are released without receiving prison-based treatment, leading to gaps in access (<xref ref-type="bibr" rid="r9">Carl &amp; Lösel, 2021b</xref>). Investigating STFs may enhance treatment availability and effectiveness, particularly for offenders who did not receive appropriate interventions. Understanding operations can inform policy and resource allocation, ensuring more equitable treatment options (<xref ref-type="bibr" rid="r6">Bussmann &amp; Richter, 2013</xref>; <xref ref-type="bibr" rid="r11">Carter &amp; Whitworth, 2015</xref>), ultimately improving rehabilitation outcomes (<xref ref-type="bibr" rid="r7">Carl et al., 2019</xref>; <xref ref-type="bibr" rid="r8">Carl &amp; Lösel, 2021a</xref>).</p></sec>
<sec><title>Focus of STF Programs</title>
<p>In Bavaria, STFs typically target low to moderate-risk offenders. In some facilities, up to 93% of low-risk individuals are treated (<xref ref-type="bibr" rid="r7">Carl et al., 2019</xref>), even though standardized assessments indicate no need for treatment (<xref ref-type="bibr" rid="r33">Hanson et al., 2017b</xref>). High-risk offenders benefit most from specialized treatment (<xref ref-type="bibr" rid="r32">Hanson et al., 2009</xref>; <xref ref-type="bibr" rid="r57">Schmucker &amp; Lösel, 2015</xref>). The discrepancy between patients' risk profiles and their actual treatment illustrates the complexity of treatment needs, comparable to treating low fever with intensive care while high fever patients are ignored. STF programs employ evidence-based therapies like cognitive-behavioral techniques to address psychological factors driving criminal behavior (<xref ref-type="bibr" rid="r56">Rocha &amp; Valença, 2023</xref>). These interventions reduce recidivism and improve rehabilitation outcomes (<xref ref-type="bibr" rid="r57">Schmucker &amp; Lösel, 2015</xref>).</p></sec></sec>
<sec sec-type="intro"><title>Objective of the Study</title>
<p>The purpose of this study is to analyze the distribution of treatment levels (defined as adequate, over-, and undertreatment) across standardized risk levels in our sexual offender program. Specifically, we investigate whether high-risk offenders receive inadequate treatment while low-risk offenders may be overtreated. High-risk offenders typically require more intensive interventions (<xref ref-type="bibr" rid="r48">Mailloux et al., 2003</xref>), and existing research highlights the importance of aligning treatment intensity with an offender's risk level to reduce recidivism (<xref ref-type="bibr" rid="r5">Bonta et al., 2000</xref>).</p>
<p>Furthermore, this study evaluates how over- and undertreatment impact rehabilitation outcomes for inmates in STFs. Research suggests that limited resources may lead to undertreatment for high-risk offenders and overtreatment for low-risk offenders. In a worst-case scenario, placing low-risk offenders in high-intensity programs may increase their risk of recidivism (<xref ref-type="bibr" rid="r46">Lowenkamp &amp; Latessa, 2002</xref>). The central question, therefore, is whether there is a significant relationship between treatment degrees and standardized risk levels, underscoring the importance of tailored interventions for effective rehabilitation.</p></sec></sec>
<sec sec-type="methods"><title>Method</title>
<sec><title>Study Location and Participants</title>
<p>A retrospective cohort study was conducted in a forensic outpatient clinic in Munich.</p>
<p><bold>Inclusion Criteria:</bold> Male sexual offenders assessed using the Static-99 tool during their initial consultation from 2008 to July 2023.</p>
<p><bold>Exclusion Criteria:</bold> Subjects were excluded due to non-participation in the first consultation, inapplicability of the Static-99 tool, dropout or discontinuation of services, excessive distance from the therapy location and duplicate entries. Additionally Records of individuals who relapsed and later returned to the outpatient program were consolidated to prevent data duplication.</p>
<p><bold>Assessment Tool:</bold> The Static-99 tool, translated into German by <xref ref-type="bibr" rid="r19">Eher et al. (2012)</xref>, was used to assess and classify risk levels. This tool took into account factors such as age, previous criminal record, and victim details (<xref ref-type="bibr" rid="r34">Harris et al., 2003</xref>; <xref ref-type="bibr" rid="r40">Kube &amp; Banse, 2020</xref>).</p></sec>
<sec><title>Calculation of Treatment Time</title>
<p>In our outpatient program, treatment time is calculated based on time spent across several phases, including initial consultation during the risk assessment stage, socio-therapeutic discussions, and both individual and group therapy sessions during the pre-treatment and intervention phases. This breakdown provides a comprehensive view of the time allocated to all treatment phases.</p>
<p>In STFs, calculating treatment time must account for practical limitations. Our estimate is approximately 150 effective treatment hours per inmate, based on individual and group therapy sessions. In comparison, <xref ref-type="bibr" rid="r7">Carl et al. (2019)</xref> estimate 288 hours: 48 hours of individual therapy and 240 hours of group therapy per year. However, according to <xref ref-type="bibr" rid="r6">Bussmann and Richter (2013)</xref>, nearly 30% of participants discontinue individual therapy, and 15% discontinue group therapy. Adjusting for practical issues such as illness and facility operations, our revised estimate of 150 hours reflects more realistic conditions.</p></sec>
<sec><title>Statistical Methods</title>
<p>Demographic and treatment data were collected from risk assessments and internal documentation, including information on STF experience, group therapy, and other treatment factors.</p>
<sec><title>Hypothesis Formation</title>
<p>Researchers hypothesized that treatment degrees affect standardized risk levels in sexual offenders. Our hypotheses were as follows:</p>
<disp-quote>
<p><bold>Primary Hypothesis:</bold> Higher-risk levels are linked to higher undertreatment and lower overtreatment chances in outpatient settings.</p>
</disp-quote>
<disp-quote>
<p><bold>Secondary Hypothesis:</bold> Receiving forensic therapy at STF has a significant impact on the degrees of treatment.</p></disp-quote></sec>
<sec><title>Data Analysis Strategy</title>
<p>The data was analyzed to understand its impact on treatment outcomes. The approach involved calculating demographic and treatment-related statistics.</p>
<sec><title>Metric Variables</title>
<p>Age, Static-99 Score, and treatment time were reported as mean (<italic>M</italic>) and standard deviation (<italic>SD</italic>) and were used as continuous variables. When data did not follow a normal distribution, the Kruskal-Wallis and Mann-Whitney tests were used to compare treatment groups.</p></sec>
<sec><title>Normality Assessment</title>
<p>To select the appropriate statistical test, the Shapiro-Wilk test was used to check whether the quantitative data were normally distributed. None of the variables met normality assumptions. Treatment time and Static-99 Score was noticeably skewed to the right of the histogram, although the age was somewhat bell-shaped, but still did not qualify as normal.</p></sec>
<sec><title>Selection of Statistical Tests</title>
<p>Initially, we tried ANOVA and the <italic>t</italic>-test for age, but the results reflected the results of the Kruskal-Wallis and Mann-Whitney <italic>U</italic> tests. To ensure careful and robust results, we focused only on nonparametric testing. This approach keeps the analysis valid despite the lack of data health. The use of nonparametric tests such as the Kruskal-Wallis test or the Mann-Whitney <italic>U</italic> test is consistent with best practices for non-normally distributed data and ensures the reliability of the results.</p></sec>
<sec><title>Categorical Variables</title>
<p>Chi-square (χ<sup>2</sup>) tests were employed to examine categorical variables, including Risk Assessment and Intervention Stage, Treatment Indication, Group Therapy, Type of Offense, and standardized risk levels. This approach facilitated our understanding of their distribution across various treatment categories, thereby enhancing the robustness of our analysis.</p></sec></sec>
<sec><title>Logistic Regression Analysis</title>
<p>To evaluate the impact of previous experience with STFs on the degrees of treatment and treatment needs (III-IVB), we performed a logistic regression analysis. The examination concentrated on the following aspects:</p>
<sec><title>Outcome Variables</title>
<p>Logistic regression forecasts results by analyzing various variables. It estimates the probability of certain outcomes contingent upon defined variables. This research emphasizes key outcome variables. Firstly, treatment needs (III-IVB) are analyzed, representing the number of participants needing treatment based on standardized risk levels. The analysis links these needs to treatment time (<xref ref-type="table" rid="t2">Table 2</xref>). Next, treatment degrees were examined, with adequate treatment coded as 1 (sufficient) and 0 (not). Overtreatment was coded as 1 (excessive) and 0 (not). Undertreatment was coded as 1 (insufficient) and 0 (not), ensuring clarity in outcome analysis.</p></sec>
<sec><title>Independent Variable</title>
<p>The STF experience was coded as 1 or 0 to investigate its association with treatment needs (III-IVB) and treatment degrees.</p>
<p>The logistic regression analysis results are presented in <xref ref-type="table" rid="t5">Table 5</xref>, including detailed coefficient estimates (<italic>B</italic>), standard errors (<italic>SE</italic>), <italic>p</italic>-values, odds ratios (Exp(<italic>B</italic>)), and 95% confidence intervals (CI) for each outcome variable. This comprehensive presentation illustrates the influence of STF experience on the degree and treatment and treatment needs (standardized risk level III-IVB).</p></sec>
<sec><title>Justification for the Use of p-Values</title>
<p><italic>p</italic>-values were crucial for determining statistical significance and ensuring reliable analysis. Each <italic>p</italic>-value tested hypotheses and relationships, with many findings having <italic>p</italic>-values below .05, supporting hypotheses on STF experience's impact on treatment effectiveness. The consistent use of <italic>p</italic>-values confirmed the validity of the assessment.</p></sec></sec></sec></sec>
<sec sec-type="results"><title>Results</title>
<sec><title>Demographics and Sample Characteristics</title>
<sec><title>Distribution of Sexual Offenders</title>
<p>This study analyzed 955 male sexual offenders using the Static-99 tool, evaluating treatment needs (III-IVB) and STF experience. Results indicated significant differences in treatment adequacy based on STF experience: 17.7% of offenders had STF experience, while 82.3% did not. Overall, adequate treatment was received by 30.5% of offenders, overtreatment was recorded for 13.8%, and undertreatment occurred in 55.7% of cases (see <xref ref-type="table" rid="t3a">Table 3a</xref>).</p>
<table-wrap id="t3a" position="anchor" orientation="landscape">
<label>Table 3a</label><caption><title>Descriptive Statistics of Demographic and Risk Assessment Data by Treatment Degree and Sociotherapeutic Facility Experience</title></caption>
<table frame="hsides" rules="groups" style="compact-1 striped-#f3f3f3">
<col width="20%" align="left"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<thead>
<tr>
<th rowspan="3" scope="rowgroup" valign="bottom" align="left">Variable</th>
<th colspan="6" scope="colgroup" valign="bottom">Degrees of Treatment<hr/></th>
<th colspan="4" scope="colgroup" valign="bottom">Sociotherapeutic Facility<hr/></th>
</tr>
<tr>
<th valign="bottom">Total<break/><italic>N</italic> = 955<hr/></th>
<th valign="bottom">Adequate Treatment<break/><italic>n</italic> = 291<hr/></th>
<th valign="bottom">Over-treatment<break/><italic>n</italic> = 132<hr/></th>
<th valign="bottom">Under-treatment<break/><italic>n</italic> = 532<hr/></th>
<th valign="bottom">Test Statistics<hr/></th>
<th rowspan="2" valign="bottom"><italic>p</italic></th>
<th valign="bottom">STF Experience<break/><italic>n</italic> = 160<hr/></th>
<th valign="bottom">STF <?linebreak?>Inexp.<break/><italic>n</italic> = 795<hr/></th>
<th valign="bottom">Test Statistics<hr/></th>
<th rowspan="2" valign="bottom"><italic>p</italic></th>
</tr>
<tr>
<th><italic>n</italic> (%)</th>
<th><italic>n</italic> (%)</th>
<th><italic>n</italic> (%)</th>
<th><italic>n</italic> (%)</th>
<th>χ<sup>2</sup> (<italic>df</italic>)</th>
<th><italic>n</italic> (%)</th>
<th><italic>n</italic> (%)</th>
<th>χ<sup>2</sup> or <italic>U</italic> (<italic>df</italic>)</th>
</tr>
</thead>
<tbody>
<tr>
<td><italic>N</italic> (%)</td>
<td>955 (100)</td>
<td>291 (30.5)</td>
<td>132 (13.8)</td>
<td>532 (55.7)</td>
<td>254.8</td>
<td align="char" char=".">&lt; .001</td>
<td>160 (17.7)</td>
<td>795 (82.3)</td>
<td>422.2</td>
<td align="char" char=".">&lt; .001</td>
</tr>
<tr>
<td>Age <italic>(M, SD)</italic></td>
<td>48.8 (15.6)</td>
<td>52.7 (15.2)</td>
<td>54.6 (12.7)</td>
<td>45.3 (15.6)</td>
<td>45.2 (2)</td>
<td align="char" char=".">&lt; .001</td>
<td>47.0 (13.0)</td>
<td>49.2 (16.1)</td>
<td><italic>U</italic> = 67847(1)</td>
<td align="char" char=".">.182</td>
</tr>
<tr>
<td>Static-99 Score <italic>(M, SD)</italic></td>
<td>3.4 (2.0)</td>
<td>1.9 (1.3)</td>
<td>1.4 (1.0)</td>
<td>4.7 (1.4)</td>
<td>566.4 (2)</td>
<td align="char" char=".">&lt; .001</td>
<td>3.8 (2.1)</td>
<td>3.3 (2.0)</td>
<td>7.2 (1)</td>
<td align="char" char=".">.007</td>
</tr>
<tr>
<td>Treatment needs (III-IVB)</td>
<td>606 (100.0)</td>
<td>64 (10.6)</td>
<td>10 (1.7)</td>
<td>532 (87.8)</td>
<td>699.9 (2)</td>
<td align="char" char=".">&lt; .001</td>
<td>112 (18.5)</td>
<td>494 (81.5)</td>
<td>240.8 (1)</td>
<td align="char" char=".">&lt; .001</td>
</tr>
<tr>
<td>Risk Assessment Stage</td>
<td>555 (100)</td>
<td>196 (35.3)</td>
<td>53 (9.5)</td>
<td>306 (55.2)</td>
<td>174.0 (2)</td>
<td align="char" char=".">&lt; .001</td>
<td>44</td>
<td>511</td>
<td>392.9 (1)</td>
<td align="char" char=".">&lt; .001</td>
</tr>
<tr>
<td>Intervention Stage </td>
<td>400 (100)</td>
<td>95 (23.7)</td>
<td>79 (19.8)</td>
<td>226 (56.5)</td>
<td>97.6 (2)</td>
<td align="char" char=".">&lt; .001</td>
<td>116</td>
<td>284</td>
<td>70.6 (1)</td>
<td align="char" char=".">&lt; .001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Note.</italic> STF = Sociotherapeutic Facility; Inexp = Inexperience. The "STF Experience" variable refers to participants treated in prison-based sociotherapeutic facilities, while "STF Inexp." refers to those treated only in outpatient settings.</p>
</table-wrap-foot>
</table-wrap></sec>
<sec><title>Disparities in Treatment Time</title>
<p>Adequately treated sexual offenders received a median of 4 hours of treatment, while overtreated received 95 hours and undertreated received 10 hours. Offenders with STF experience received 162 hours, compared to 6 hours without STF experience, highlighting inconsistent treatment allocation. This variance affects rehabilitation outcomes, emphasizing the need for standardized treatment based on risk and needs (see <xref ref-type="table" rid="t3b">Table 3b</xref>).</p>
<?table t3a?>
<table-wrap id="t3b" position="anchor" orientation="landscape">
<label>Table 3b</label><caption><title>Treatment Information</title></caption>
<table frame="hsides" rules="groups" style="compact-1 striped-#f3f3f3">
<col width="20%" align="left"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<thead>
<tr>
<th rowspan="4" scope="rowgroup" valign="bottom" align="left">Variable</th>
<th colspan="6" scope="colgroup" valign="bottom">Degrees of Treatment<hr/></th>
<th colspan="4" scope="colgroup" valign="bottom">Sociotherapeutic Facility<hr/></th>
</tr>
<tr>
<th valign="bottom">Total<break/><italic>N</italic> = 955<hr/></th>
<th valign="bottom">Adequate Treatment<break/><italic>n</italic> = 291<hr/></th>
<th valign="bottom">Over-treatment<break/><italic>n</italic> = 132<hr/></th>
<th valign="bottom">Under-treatment<break/><italic>n</italic> = 532<hr/></th>
<th valign="bottom">Test Statistics<hr/></th>
<th valign="bottom" rowspan="2"><italic>p</italic></th>
<th valign="bottom">STF Experience<break/><italic>n</italic> = 160<hr/></th>
<th valign="bottom">STF <?linebreak?>Inexp.<break/><italic>n</italic> = 795<hr/></th>
<th valign="bottom">Test Statistics<hr/></th>
<th rowspan="2" valign="bottom"><italic>p</italic></th>
</tr>
<tr>
<th><italic>n</italic> (%)</th>
<th><italic>n</italic> (%)</th>
<th><italic>n</italic> (%)</th>
<th><italic>n</italic> (%)</th>
<th>χ<sup>2</sup> (<italic>df</italic>)</th>
<th><italic>n</italic> (%)</th>
<th><italic>n</italic> (%)</th>
<th>χ<sup>2</sup> or <italic>U</italic> (<italic>df</italic>)</th>
</tr>
</thead>
<tbody>
<tr>
<td>Treatment Time (h)</td>
<td>11.4</td>
<td>4.1</td>
<td>95.0</td>
<td>9.8</td>
<td>115.7 (2)</td>
<td align="char" char=".">&lt; .001</td>
<td>162</td>
<td>6</td>
<td><italic>U</italic> = 678 (1)</td>
<td align="char" char=".">&lt; .001</td>
</tr>
<tr>
<td><italic>(Mdn, Q0.25, Q0.75)</italic></td>
<td>[2.6-71.3]</td>
<td>[1.7-150.0]</td>
<td>[25.8-161.0]</td>
<td>[2.5-33.1]</td>
<td/>
<td/>
<td>[151-195]</td>
<td>[2-18]</td>
<td/>
<td/>
</tr>
<tr>
<td>Treatment h <italic>(M, SD)</italic></td>
<td>50.7 (80.0)</td>
<td>52.1 (80.1)</td>
<td>105.2 (83.1)</td>
<td>33.9 (54.4)</td>
<td>115.7 (2)</td>
<td align="char" char=".">&lt; .001</td>
<td>179.3 (39.2)</td>
<td>18.7 (31.3)</td>
<td><italic>U</italic> = 678 (1)</td>
<td align="char" char=".">&lt; .001</td>
</tr>
<tr>
<td>Treatment Indication</td>
<td>234 (100.0)</td>
<td>42 (17.9)</td>
<td>62 (26.5)</td>
<td>130 (55.6)</td>
<td>53.2 (4)</td>
<td align="char" char=".">&lt; .001</td>
<td>45 (19.2)</td>
<td>189 (80.8)</td>
<td>88.6 (1)</td>
<td align="char" char=".">&lt; .001</td>
</tr>
<tr>
<td>STF Experience</td>
<td>160 (100.0)</td>
<td>55 (34.4)</td>
<td>57 (35.2)</td>
<td>48 (30.0)</td>
<td>0.8 (2)</td>
<td align="char" char=".">.658</td>
<td>–</td>
<td>–</td>
<td/>
<td>–</td>
</tr>
<tr>
<td>Group Therapy</td>
<td>133 (100.0)</td>
<td>18 (13.5)</td>
<td>36 (27.1)</td>
<td>79 (59.4)</td>
<td>44.3 (2)</td>
<td align="char" char=".">&lt; .001</td>
<td>25 (18.8)</td>
<td>108 (81.2)</td>
<td>51.8 (1)</td>
<td align="char" char=".">&lt; .001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Note.</italic> h = hours; <italic>Mdn</italic> = Median; Q = Quantile; <italic>SD</italic> = Standard Deviation; STF = Sociotherapeutic Facility; Inexp = Inexperience. "STF Experience" refers to participants treated in prison-based STFs, while "STF Inexp" indicates those treated only in outpatient settings. "Treatment Indication" denotes the need for specific interventions based on risk assessments.</p>
</table-wrap-foot>
</table-wrap></sec>
<?table t3c?>
<sec><title>Offenses</title>
<p>The study of 955 sexual offenders found significant undertreatment rates for various crime types. Exhibitionism had no offenders with STF experience, while 41.6% of sexual abuse cases with known victims, 83.3% with unknown victims, 61.3% of sexual assault, and 53.1% of rape with known victims were undertreated (see <xref ref-type="table" rid="t3c">Table 3c</xref>).</p>
<table-wrap id="t3c" position="anchor" orientation="landscape">
<label>Table 3c</label><caption><title>Distribution of Offenses</title></caption>
<table frame="hsides" rules="groups" style="compact-1 striped-#f3f3f3">
<col width="20%" align="left"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<col width="8%"/>
<thead>
<tr>
<th rowspan="3" scope="rowgroup" valign="bottom" align="left">Variable</th>
<th colspan="6" scope="colgroup" valign="bottom">Degrees of Treatment<hr/></th>
<th colspan="4" scope="colgroup" valign="bottom">Sociotherapeutic Facility<hr/></th>
</tr>
<tr>
<th valign="bottom">Total<break/><italic>N</italic> = 955<hr/></th>
<th valign="bottom">Adequate Treatment<break/><italic>n</italic> = 291<hr/></th>
<th valign="bottom">Over-treatment<break/><italic>n</italic> = 132<hr/></th>
<th valign="bottom">Under-treatment<break/><italic>n</italic> = 532<hr/></th>
<th valign="bottom">Test Statistics<hr/></th>
<th rowspan="2" valign="bottom"><italic>p</italic></th>
<th valign="bottom">STF Experience<break/><italic>n</italic> = 160<hr/></th>
<th valign="bottom">STF Inexp.<break/><italic>n</italic> = 795<hr/></th>
<th valign="bottom">Test Statistics<hr/></th>
<th rowspan="2" valign="bottom"><italic>p</italic></th>
</tr>
<tr>
<th><italic>n</italic> (%)</th>
<th><italic>n</italic> (%)</th>
<th><italic>n</italic> (%)</th>
<th><italic>n</italic> (%)</th>
<th>χ<sup>2</sup> (<italic>df</italic>)</th>
<th><italic>n</italic> (%)</th>
<th><italic>n</italic> (%)</th>
<th>χ<sup>2</sup> or <italic>U</italic> (<italic>df</italic>)</th>
</tr>
</thead>
<tbody>
<tr>
<td>Exhibitionism</td>
<td>44 (100.0)</td>
<td>3 (6.8)</td>
<td>1 (2.3)</td>
<td>40 (90.9)</td>
<td>76.6 (2)</td>
<td align="char" char=".">&lt; .001</td>
<td>–</td>
<td>44 (100)</td>
<td>–</td>
<td>–</td>
</tr>
<tr>
<td>Child Pornography</td>
<td>30 (100.0)</td>
<td>7 (23.4)</td>
<td>4 (13.3)</td>
<td>19 (63.3)</td>
<td>8.3 (2)</td>
<td align="char" char=".">.016</td>
<td>6 (20.0)</td>
<td>24 (80.0)</td>
<td>10.8 (1)</td>
<td align="char" char=".">.001</td>
</tr>
<tr>
<td>Sexual Abuse Known</td>
<td>411 (100)</td>
<td>157 (38.2)</td>
<td>83 (20.2)</td>
<td>171 (41.6)</td>
<td>42.7 (2)</td>
<td align="char" char=".">&lt; .001</td>
<td>76 (18.5)</td>
<td>335 (81.5)</td>
<td>163.5 (1)</td>
<td align="char" char=".">&lt; .001</td>
</tr>
<tr>
<td>Sexual Abuse Unknown</td>
<td>66 (100.0)</td>
<td>8 (12.2)</td>
<td>3 (4.5)</td>
<td>55 (83.3)</td>
<td>87.1 (2)</td>
<td align="char" char=".">&lt; .001</td>
<td>8 (12.1)</td>
<td>58 (87.9)</td>
<td>37.9 (1)</td>
<td align="char" char=".">&lt; .001</td>
</tr>
<tr>
<td>Sexual Coercion</td>
<td>137 (100.0)</td>
<td>48 (35.0)</td>
<td>5 (3.6)</td>
<td>84 (61.3)</td>
<td>55.7 (2)</td>
<td align="char" char=".">&lt; .001</td>
<td>12 (8.8)</td>
<td>125 (91.2)</td>
<td>93.2 (1)</td>
<td align="char" char=".">&lt; .001</td>
</tr>
<tr>
<td>Rape Known</td>
<td>175 (100.0)</td>
<td>56 (32.0)</td>
<td>26 (14.9)</td>
<td>93 (53.1)</td>
<td>28.4 (2)</td>
<td align="char" char=".">&lt; .001</td>
<td>37 (21.1)</td>
<td>138 (78.9)</td>
<td>58.3 (1)</td>
<td align="char" char=".">&lt; .001</td>
</tr>
<tr>
<td>Rape Unknown</td>
<td>60 (100.0)</td>
<td>10 (16.7)</td>
<td>3 (5.0)</td>
<td>47 (78.3)</td>
<td>69.7 (2)</td>
<td align="char" char=".">&lt; .001</td>
<td>19 (31.7)</td>
<td>41 (68.3)</td>
<td>8.1 (1)</td>
<td align="char" char=".">.007</td>
</tr>
</tbody>
</table>
</table-wrap></sec></sec>
<sec><title>Risk Levels and Degrees of Treatment</title>
<sec><title>Distribution of Sexual Offenders Across Risk Levels</title>
<p>The distribution of sexual offenders across standardized risk levels (I, II, III, IVA, IVB) and the adequacy of their treatment were examined (see <xref ref-type="table" rid="t2">Table 2</xref>). Significant differences in treatment outcomes emerged, particularly concerning adequate, overtreatment, and undertreatment. Analysis revealed considerable disparities in the degrees of treatment provided across different risk levels, underscoring substantial variability in the treatment approaches based on offenders’ assessed risk. These findings are detailed in <xref ref-type="table" rid="t4">Table 4</xref>. Notably, 64% of the participants were distributed across risk levels II and III, and only 12.4% in levels I and IVB. High-risk offenders (III and IVB) were more likely to receive inadequate treatment, with 81.4% and 98.2% undertreated, respectively.</p>
<table-wrap id="t4" position="anchor" orientation="portrait">
<label>Table 4</label><caption><title>Distribution of Sexual Offenders by Standardized Risk Levels and Treatment Degrees</title></caption>
<table frame="hsides" rules="groups" style="compact-1 striped-#f3f3f3">
<col width="9%" align="left"/>
<col width="15%"/>
<col width="15%"/>
<col width="15%"/>
<col width="16%"/>
<col width="15%"/>
<col width="15%"/>
<thead>
<tr>
<th rowspan="2" scope="rowgroup" valign="bottom">Level</th>
<th valign="bottom">Cases<break/>(<italic>N</italic> = 953)<hr/></th>
<th valign="bottom">Adequate Treatment<break/>(<italic>n</italic> = 290)<hr/></th>
<th valign="bottom">Overtreatment<break/>(<italic>n</italic> = 132)<hr/></th>
<th valign="bottom">Undertreatment<break/>(<italic>n</italic> = 531)<hr/></th>
<th valign="bottom">Test Statistics<hr/></th>
<th rowspan="2" valign="bottom"><italic>p</italic></th>
</tr>
<tr>
<th><italic>N</italic></th>
<th><italic>n</italic> (%)</th>
<th><italic>n</italic> (%)</th>
<th><italic>n</italic> (%)</th>
<th>χ<sup>2</sup> (<italic>df</italic>)</th>
</tr>
</thead>
<tbody>
<tr>
<td>I</td>
<td>61 (6.4)</td>
<td>32 (52.5)</td>
<td>29 (47.5)</td>
<td>0.0</td>
<td>0.2 (1)</td>
<td align="char" char=".">.70</td>
</tr>
<tr>
<td>II</td>
<td>287 (30.1)</td>
<td>194 (67.6)</td>
<td>93 (32.4)</td>
<td>0.0</td>
<td>35.5 (1)</td>
<td align="char" char=".">&lt; .001</td>
</tr>
<tr>
<td>III</td>
<td>323 (33.9)</td>
<td>51 (15.8)</td>
<td>9 (2.8)</td>
<td>263 (81.4)</td>
<td>344.4 (2)</td>
<td align="char" char=".">&lt; .001</td>
</tr>
<tr>
<td>IVA</td>
<td>225 (23.6)</td>
<td>12 (5.3)</td>
<td>1 (0.4)</td>
<td>212 (94.3)</td>
<td>376.2 (2)</td>
<td align="char" char=".">&lt; .001</td>
</tr>
<tr>
<td>IVB</td>
<td>57 (6.0)</td>
<td>1 (1.8)</td>
<td>0 0.0</td>
<td>56 (98.2)</td>
<td>108.1 (2)</td>
<td align="char" char=".">&lt; .001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Note. N</italic> represents the total number of sexual offenders in each risk level category. The percentages represent the proportion of cases within each risk level out of the total sample (<italic>N</italic> = 953). The percentages indicate also the proportion of cases within each risk level, along with percentages of adequate, over, and under treatment. It also includes χ<sup>2</sup> test statistics noting significant differences in treatment degrees across risk levels with p-values less than .001.</p>
</table-wrap-foot>
</table-wrap></sec>
<sec><title>Validation of Study Hypothesis</title>
<p>The results support the hypothesis that higher-risk individuals receive inadequate treatment, emphasizing the need for targeted interventions.</p></sec></sec>
<sec><title>Effects of STF Experience</title>
<p>The study examines how participating in the STF programs affects treatment degrees for sexual offenders, using logistic regression analysis. The table shows odds ratios (Exp(<italic>B</italic>)) and 95% confidence intervals (CI) for different treatment adequacy outcomes based on STF participation: Treatment needs (III-IVB), adequate, overtreatment, and undertreatment.</p>
<sec><title>Effects of STF Participation on Treatment Needs</title>
<p>Participating in STF programs is only marginally associated with treatment needs (III-IVB), with an odds ratio of 1.42 (95% CI [0.99, 2.05]). The logistic regression model explains a significant amount of variance in treatment needs (III-IVB) outcome (Cox &amp; Snell <italic>R</italic><sup>2</sup> = 0.38). However, the model's accuracy in predicting this outcome is moderate, at 0.64.</p></sec>
<sec><title>Impact of STF Experience on Undertreatment and Overtreatment</title>
<p>For undertreatment, STF participation significantly reduces the odds (Exp(<italic>B</italic>) = 0.28, 95% CI [0.19, 0.40], indicating a protective effect. Conversely, participation in the STF program significantly increases the odds of overtreatment (Exp(<italic>B</italic>) = 5.31, 95% CI [3.56-7.94]).</p></sec>
<sec><title>STF Participation and Adequate Treatment</title>
<p>There is no statistically significant relationship between STF participation and adequate treatment (Exp(<italic>B</italic>) = 1.24, 95% CI [0.87, 1.78]). These findings highlight the complex impact of STF experience on treatment outcomes for sexual offenders. (see <xref ref-type="table" rid="t5">Table 5</xref>).</p>
<table-wrap id="t5" position="anchor" orientation="portrait">
<label>Table 5</label><caption><title>Effect of STF Experience: Results of Logistic Regression Analysis</title></caption>
<table frame="hsides" rules="groups" style="compact-1 striped-#f3f3f3">
<col width="24%" align="left"/>
<col width="9.5%"/>
<col width="9.5%"/>
<col width="9.5%"/>
<col width="9.5%"/>
<col width="9.5%"/>
<col width="9.5%"/>
<col width="9.5%"/>
<col width="9.5%"/>
<thead>
<tr>
<th valign="bottom">Outcome Variable</th>
<th valign="bottom">Measure<break/><italic>N</italic> = 160</th>
<th valign="bottom"><italic>B</italic></th>
<th valign="bottom"><italic>SE</italic></th>
<th valign="bottom"><italic>p</italic></th>
<th valign="bottom">Exp(<italic>B</italic>)</th>
<th valign="bottom">95% CI</th>
<th valign="bottom">Cases<break/>(<italic>n</italic>)</th>
<th valign="bottom">Accuracy</th>
</tr>
</thead>
<tbody>
<tr>
<td>Treatment needs (III-IVB)</td>
<td>STF</td>
<td align="char" char=".">0.35</td>
<td align="char" char=".">0.19</td>
<td align="char" char=".">.06</td>
<td align="char" char=".">1.42</td>
<td align="char" char=".">0.99 - 2.05</td>
<td>606</td>
<td align="char" char=".">0.63</td>
</tr>
<tr>
<td>Undertreatment</td>
<td>STF</td>
<td align="char" char=".">-128.96</td>
<td align="char" char=".">0.19</td>
<td align="char" char=".">&lt; .001</td>
<td align="char" char=".">0.28</td>
<td align="char" char=".">0.19 - 0.40</td>
<td>423</td>
<td align="char" char=".">0.56</td>
</tr>
<tr>
<td>Overtreatment</td>
<td>STF</td>
<td align="char" char=".">16.70</td>
<td align="char" char=".">0.20</td>
<td align="char" char=".">&lt; .001</td>
<td align="char" char=".">5.31</td>
<td align="char" char=".">3.56 - 7.94</td>
<td>132</td>
<td align="char" char=".">0.14</td>
</tr>
<tr>
<td>Adequate Treatment</td>
<td>STF</td>
<td align="char" char=".">0.22</td>
<td align="char" char=".">0.18</td>
<td align="char" char=".">.24</td>
<td align="char" char=".">1.24</td>
<td align="char" char=".">0.87 - 1.78</td>
<td>291</td>
<td align="char" char=".">0.30</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Note.</italic> <italic>B</italic> = Coefficient estimate; <italic>SE</italic> = Standard error; Exp(<italic>B</italic>) = Odds ratio; 95% CI = 95% Confidence Interval; STF&nbsp;= Sociotherapeutic Facility. The table shows the results of logistic regression analysis examining the effect of STF experience on treatment outcomes, with the "Accuracy" column representing correct predictions for each outcome.</p>
</table-wrap-foot>
</table-wrap>
</sec></sec></sec>
<sec sec-type="discussion"><title>Discussion</title>
<p>Our study aimed to evaluate whether our forensic outpatient program provided need-based treatment for sexual offenders between 2008-2023. We assessed how the STF program affects treatment degrees.</p>
<sec><title>Summary</title>
<p>Our findings highlight the degrees of treatment as a meaningful outcome in forensic therapy research. Standardized risk levels effectively quantify both over- and undertreatment. Insufficient treatment was more common, while excessive treatment occurred less frequently. These results underscore the need for individualized treatment strategies, beginning during incarceration and continuing post-release.</p></sec>
<sec><title>Detailed Findings</title>
<sec><title>Treatment Disparities by Risk Level</title>
<p>Significant disparities were found between treatment received and risk levels. Higher-risk offenders (III, IVA, IVB) were often undertreated, indicating a need for targeted interventions. Additionally, those completing the STF program tended to receive overtreatment, a pattern corroborated by prior research (<xref ref-type="bibr" rid="r7">Carl et al., 2019</xref>; <xref ref-type="bibr" rid="r46">Lowenkamp &amp; Latessa, 2002</xref>). While expanding the STF program may help address undertreatment, attention must be paid to the risk of overtreatment, particularly for lower-risk offenders (<xref ref-type="bibr" rid="r5">Bonta et al., 2000</xref>; <xref ref-type="bibr" rid="r48">Mailloux et al., 2003</xref>). Statistically significant differences (<italic>p</italic> &lt; .05) were observed in the relationship between STF completion and treatment degrees, indicating the need for more individualized treatment approaches.</p></sec></sec>
<sec><title>Interpretation of Findings</title>
<p>Effective rehabilitation is influenced by individual, institutional, and political factors. At the individual level, tailored therapy plans that address specific risks and criminogenic needs are essential. <xref ref-type="bibr" rid="r35">Hoffman and Pearson (2009)</xref> highlight the need to balance over- and undertreatment to achieve optimal rehabilitation outcomes. Institutionally, maintaining treatment quality is crucial, as both over- and undertreatment can diminish effectiveness (<xref ref-type="bibr" rid="r12">Chassin &amp; Galvin, 1998</xref>). Institutions should prioritize strategies that align treatment intensity with risk levels to minimize disparities (<xref ref-type="bibr" rid="r64">Wertz et al., 2023</xref>). At the political level, policymakers must adopt evidence-based strategies to improve treatment for high-risk individuals, avoiding the practice of focusing on "easier" cases ("creaming") while neglecting more challenging ones ("parking") (<xref ref-type="bibr" rid="r7">Carl et al., 2019</xref>; <xref ref-type="bibr" rid="r11">Carter &amp; Whitworth, 2015</xref>).</p></sec>
<sec><title>Implications</title>
<p>This study emphasizes key considerations for treating high-risk individuals in forensic therapy. The results highlight the need for evidence-based practices. This discussion delves into practical implications for improving treatment outcomes and advocates for informed policy adjustments to better address the complex needs of sexual offenders.</p>
<sec><title>Recommendations for Enhanced Treatment Delivery</title>
<p>We recommend following prescribed treatment time to reduce risks associated with untreated sexual offenders (<xref ref-type="bibr" rid="r33">Hanson et al., 2017b</xref>). However, completing more than 300 hours of outpatient treatment is often difficult. This treatment time is the equivalent of nearly five years of regular psychotherapy and represents a significant challenge for court-mandated offenders (<xref ref-type="bibr" rid="r23">Feil et al., 2024b</xref>). Therefore, it would be more realistic to achieve these treatment goals in an inpatient setting where such external barriers are minimized, and incentives (such as financial compensation or privileges) can be offered.</p></sec>
<sec><title>Group Therapy in Forensic Settings</title>
<p>Group therapy in forensic settings can enhance social skills and reduce recidivism (<xref ref-type="bibr" rid="r45">Lösel &amp; Schmucker, 2005</xref>), but challenges exist in meeting diverse criminogenic needs of sexual offenders. Combining group therapy with personalized assessment protocols can improve treatment outcomes and address needs more effectively (<xref ref-type="bibr" rid="r22">Feil &amp; Furjanic, 2019</xref>; <xref ref-type="bibr" rid="r23">Feil et al., 2024b</xref>).</p></sec>
<sec><title>Methodological Insights</title>
<p>The 15-year retrospective analysis of longitudinal data from a forensic outpatient program highlights critical patterns of over- and undertreatment. These findings suggest that incorporating real-world data into treatment planning can guide more efficient resource allocation (<xref ref-type="bibr" rid="r26">Gandjour &amp; Lauterbach, 2004</xref>).</p></sec>
<sec><title>Enhancing Treatment Engagement Through STF</title>
<p>STF methods significantly reduced early dropouts among high-risk individuals, showing its role in maintaining engagement, particularly with high-risk offenders (<xref ref-type="bibr" rid="r41">Kury &amp; Fenn, 1977</xref>). STF integration into programs is advised to boost engagement and lower recidivism (<xref ref-type="bibr" rid="r30">Guéridon &amp; Suhling, 2020</xref>). In long-term settings, remotivating dropouts is easier compared to outpatient settings.</p></sec></sec>
<sec><title>Further Questions</title>
<p>Our study emphasizes the need for further research into the criminogenic treatment needs of sexual offenders. While we examined over- and undertreatment, the connection between initial offenses and treatment requirements is still uncertain. Future studies should explore how specific offenses impact treatment needs and investigate the causes of overtreatment, particularly in cases where high-risk individuals may be misidentified. Understanding criminogenic needs and risk factors that contribute to criminal behavior could help develop more effective treatment strategies (<xref ref-type="bibr" rid="r39">Kroner &amp; Hanson, 2023</xref>).</p></sec>
<sec><title>Limitations</title>
<sec><title>Study-Specific Limitations</title>
<p>Our study has methodological limitations that may impact conclusions.</p>
<sec><title>Unequal Sample Distribution</title>
<p>A major limitation is the uneven distribution of risk levels. Most of our participants fall into level III, differing from the level II norm reported by <xref ref-type="bibr" rid="r19">Eher et al. (2012)</xref>, raising concerns about the applicability of our results to the larger German-speaking population. Furthermore, only 7.1% of participants were in levels IVA and IVB, limiting the study’s conclusions for higher-risk individuals.</p></sec>
<sec><title>Transferability Issues in Use of Static-99</title>
<p>The Static-99 tool, while commonly used in our program (<xref ref-type="bibr" rid="r54">Rettenberger &amp; Craig, 2020</xref>), has limitations in assessing cases like child pornography, where victims are less identifiable (<xref ref-type="bibr" rid="r18">Eher et al., 2019</xref>). It also offers limited insight into criminal attitudes or employment, critical factors in preventing recidivism (<xref ref-type="bibr" rid="r49">Olver et al., 2018</xref>).</p></sec>
<sec><title>Limited Analysis Options Due to VRS-SO Exclusion</title>
<p>Although we initially aimed to include VRS-SO data, it was excluded due to its smaller sample size (344 compared to 955 for Static-99) and the belief that it wouldn't provide significant additional insights. Focusing on Static-99 ensured our study’s relevance. Future studies could explore VRS-SO’s role in assessing dynamic risk factors (<xref ref-type="bibr" rid="r23">Feil et al., 2024b</xref>).</p></sec>
<sec><title>STF Time Based on Assumptions</title>
<p>The study analyzed file reviews but lacked detailed documentation on the actual therapy time provided in STF programs. As a result, we relied on <xref ref-type="bibr" rid="r7">Carl et al.’s (2019)</xref> estimate of 150 hours for completed treatment, which may oversimplify the complexities of treatment delivery. This assumption-based estimation could affect the accuracy of our findings, highlighting the need for more precise recording of therapy time in future research.</p></sec></sec>
<sec><title>General Limitations</title>
<p>Several limitations affect the interpretation and generalizability of our findings.</p>
<sec><title>Incomplete Data on Recidivism Rates</title>
<p>The lack of comprehensive data on recidivism rates among sexual offenders presents a significant limitation, impeding effective policymaking (<xref ref-type="bibr" rid="r20">Etzler et al., 2020</xref>). Without reliable data, it is challenging for policymakers to develop evidence-based strategies aimed at preventing repeat offenses, resulting in inefficient resource allocation.</p></sec>
<sec><title>Variations in Recidivism Data</title>
<p>Comparisons between recidivism risks in Austria (<xref ref-type="bibr" rid="r17">Eher et al., 2021</xref>) and Canada (<xref ref-type="bibr" rid="r31">Hanson et al., 2017a</xref>) show hardly any differences. Eher reported a gradual increase in recidivism, from 1% at stage I to 31% at IVB. Hanson's numbers were higher but comparable. Recidivism at the highest level differed the most, at 31% versus 53% for IVB.</p></sec>
<sec><title>Limitations in Model Accuracy</title>
<p>Our models moderately predict treatment needs and undertreatment but demonstrate limited accuracy in predicting overtreatment and adequate treatment, highlighting the complexity of forecasting forensic outcomes. This limitation may stem from data variability, potential biases, and intricate relationships between variables. To improve model accuracy, more sophisticated modeling techniques and expanded datasets are necessary. Future research should incorporate diverse data sources and advanced methodologies to enhance the precision of treatment planning and inform evidence-based forensic interventions. The study provides valuable insights into treatment stratification, but its limitations require cautious interpretation and emphasize the need for continued research to improve forensic therapy practices.</p></sec></sec></sec></sec>
</body>
<back>
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</ref-list>
<sec sec-type="data-availability" id="das"><title>Data Availability</title>
<p>Due to legal and ethical restrictions related to data protection and the sensitive nature of forensic patient information, the data that support the findings of this study are not publicly available. Data may be shared with qualified researchers upon reasonable request to the corresponding author, subject to approval by the relevant ethics committee and institution.</p></sec>
<fn-group>
<fn fn-type="financial-disclosure"><p>The authors have no funding to report.</p></fn>
</fn-group>
<fn-group>
<fn fn-type="conflict"><p>The authors have declared that no competing interests exist.</p></fn>
</fn-group>
<ack>
<p>The authors have no additional (i.e., non-financial) support to report.</p>
</ack>
</back>
</article>