Fire Without Smoke: Understanding Spontaneous Career Ending Police Misconduct

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This study investigates career-ending police misconduct that occurs with little or no prior warning. Using administrative data from a large policing agency in the United Kingdom, we examine the predictive value of unsubstantiated complaints and related career characteristics for career ending misconduct. While unsubstantiated complaints were correlated with minor complaint types and overall complaint volume, they showed no clear relationship with career ending misconduct. Among officers with unsubstantiated complaints, however, significant predictors included duty type, frequency of transfers, and, most notably, the presence of secondary employment. A separate analysis of officers who committed “spontaneous” career ending misconduct—without any history of prior complaints—revealed no consistent demographic or career predictors. These findings challenge the utility of traditional early warning indicators among officers without complaint histories. We conclude that early intervention approaches must be refined to reflect multiple misconduct trajectories.

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Risk Prediction Models to Predict Emergency Hospital Admission in Community-dwelling Adults
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Risk prediction models have been developed to identify those at increased risk for emergency admissions, which could facilitate targeted interventions in primary care to prevent these events. Systematic review of validated risk prediction models for predicting emergency hospital admissions in community-dwelling adults. A systematic literature review and narrative analysis was conducted. Inclusion criteria were as follows; community-dwelling adults (aged 18 years and above); Risk: risk prediction models, not contingent on an index hospital admission, with a derivation and ≥1 validation cohort; emergency hospital admission (defined as unplanned overnight stay in hospital); retrospective or prospective cohort studies. Of 18,983 records reviewed, 27 unique risk prediction models met the inclusion criteria. Eleven were developed in the United States, 11 in the United Kingdom, 3 in Italy, 1 in Spain, and 1 in Canada. Nine models were derived using self-report data, and the remainder (n=18) used routine administrative or clinical record data. Total study sample sizes ranged from 96 to 4.7 million participants. Predictor variables most frequently included in models were: (1) named medical diagnoses (n=23); (2) age (n=23); (3) prior emergency admission (n=22); and (4) sex (n=18). Eleven models included nonmedical factors, such as functional status and social supports. Regarding predictive accuracy, models developed using administrative or clinical record data tended to perform better than those developed using self-report data (c statistics 0.63-0.83 vs. 0.61-0.74, respectively). Six models reported c statistics of >0.8, indicating good performance. All 6 included variables for prior health care utilization, multimorbidity or polypharmacy, and named medical diagnoses or prescribed medications. Three predicted admissions regarded as being ambulatory care sensitive. This study suggests that risk models developed using administrative or clinical record data tend to perform better. In applying a risk prediction model to a new population, careful consideration needs to be given to the purpose of its use and local factors.

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