A research study collected intensive longitudinal data from cancer patients on a daily basis as well as non-intensive longitudinal survey data on a monthly basis. Although the daily data need separate analysis, those ...A research study collected intensive longitudinal data from cancer patients on a daily basis as well as non-intensive longitudinal survey data on a monthly basis. Although the daily data need separate analysis, those data can also be utilized to generate predictors of monthly outcomes. Alternatives for generating daily data predictors of monthly outcomes are addressed in this work. Analyses are reported of depression measured by the Patient Health Questionnaire 8 as the monthly survey outcome. Daily measures include numbers of opioid medications taken, numbers of pain flares, least pain levels, and worst pain levels. Predictors are averages of recent non-missing values for each daily measure recorded on or prior to survey dates for depression values. Weights for recent non-missing values are based on days between measurement of a recent value and a survey date. Five alternative averages are considered: averages with unit weights, averages with reciprocal weights, weighted averages with reciprocal weights, averages with exponential weights, and weighted averages with exponential weights. Adaptive regression methods based on likelihood cross-validation (LCV) scores are used to generate fractional polynomial models for possible nonlinear dependence of depression on each average. For all four daily measures, the best LCV score over averages of all types is generated using the average of recent non-missing values with reciprocal weights. Generated models are nonlinear and monotonic. Results indicate that an appropriate choice would be to assume three recent non-missing values and use the average with reciprocal weights of the first three recent non-missing values.展开更多
<strong>Background:</strong><span><span><span style="font-family:""><span style="font-family:Verdana;"> Many factors influence the expressions of pain in pr...<strong>Background:</strong><span><span><span style="font-family:""><span style="font-family:Verdana;"> Many factors influence the expressions of pain in primiparous women aside from contractions of the uterus. </span><b><span style="font-family:Verdana;">Objective:</span></b><span style="font-family:Verdana;"> This study aimed to describe the level labor pain, level of labor pain behaviors based on cultural pain behaviors at 3 - 4 cm of cervical dilation or the beginning of the active phase of labor among primiparous Muslim women in Indonesia. </span><b><span style="font-family:Verdana;">Methods:</span></b><span style="font-family:Verdana;"> This was a study with 42 primiparous Muslim women who gave birth in the labor room at Bhinneka Bhakti Husada Hospital and Community Health Center Pamulang, Indonesia from June until January 2017. The women were asked to describe on a 100 mm Visual Analogue Scale the intensity of level of labor pain in their abdomen during the last contractions at 3 - 4 cm of cervical dilation, and Pain Behaviors Observation Scale to observe pain behaviors. Descriptive statistics were used to analyze the data. </span><b><span style="font-family:Verdana;">Results:</span></b><span style="font-family:Verdana;"> The findings showed that the mean score of level of labor pain at 3 - 4 cm of cervical dilation was 86.38 (SD = 4.47) and most participants experienced high level of labor pain (97.6%). The expression of cultural labor pain behaviors including saying praises to Allah, </span><i><span style="font-family:Verdana;">Asma</span></i><span style="font-family:Verdana;">’</span><i><span style="font-family:Verdana;">aul husna</span></i><span style="font-family:Verdana;">, reciting the Qur’an, </span><i><span style="font-family:Verdana;">sholawat</span></i><span style="font-family:Verdana;">.</span></span></span></span>展开更多
文摘A research study collected intensive longitudinal data from cancer patients on a daily basis as well as non-intensive longitudinal survey data on a monthly basis. Although the daily data need separate analysis, those data can also be utilized to generate predictors of monthly outcomes. Alternatives for generating daily data predictors of monthly outcomes are addressed in this work. Analyses are reported of depression measured by the Patient Health Questionnaire 8 as the monthly survey outcome. Daily measures include numbers of opioid medications taken, numbers of pain flares, least pain levels, and worst pain levels. Predictors are averages of recent non-missing values for each daily measure recorded on or prior to survey dates for depression values. Weights for recent non-missing values are based on days between measurement of a recent value and a survey date. Five alternative averages are considered: averages with unit weights, averages with reciprocal weights, weighted averages with reciprocal weights, averages with exponential weights, and weighted averages with exponential weights. Adaptive regression methods based on likelihood cross-validation (LCV) scores are used to generate fractional polynomial models for possible nonlinear dependence of depression on each average. For all four daily measures, the best LCV score over averages of all types is generated using the average of recent non-missing values with reciprocal weights. Generated models are nonlinear and monotonic. Results indicate that an appropriate choice would be to assume three recent non-missing values and use the average with reciprocal weights of the first three recent non-missing values.
文摘<strong>Background:</strong><span><span><span style="font-family:""><span style="font-family:Verdana;"> Many factors influence the expressions of pain in primiparous women aside from contractions of the uterus. </span><b><span style="font-family:Verdana;">Objective:</span></b><span style="font-family:Verdana;"> This study aimed to describe the level labor pain, level of labor pain behaviors based on cultural pain behaviors at 3 - 4 cm of cervical dilation or the beginning of the active phase of labor among primiparous Muslim women in Indonesia. </span><b><span style="font-family:Verdana;">Methods:</span></b><span style="font-family:Verdana;"> This was a study with 42 primiparous Muslim women who gave birth in the labor room at Bhinneka Bhakti Husada Hospital and Community Health Center Pamulang, Indonesia from June until January 2017. The women were asked to describe on a 100 mm Visual Analogue Scale the intensity of level of labor pain in their abdomen during the last contractions at 3 - 4 cm of cervical dilation, and Pain Behaviors Observation Scale to observe pain behaviors. Descriptive statistics were used to analyze the data. </span><b><span style="font-family:Verdana;">Results:</span></b><span style="font-family:Verdana;"> The findings showed that the mean score of level of labor pain at 3 - 4 cm of cervical dilation was 86.38 (SD = 4.47) and most participants experienced high level of labor pain (97.6%). The expression of cultural labor pain behaviors including saying praises to Allah, </span><i><span style="font-family:Verdana;">Asma</span></i><span style="font-family:Verdana;">’</span><i><span style="font-family:Verdana;">aul husna</span></i><span style="font-family:Verdana;">, reciting the Qur’an, </span><i><span style="font-family:Verdana;">sholawat</span></i><span style="font-family:Verdana;">.</span></span></span></span>
