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Statistical computations over a speech stream in a rodent.

Statistical learning is one of the key mechanisms available to human infants and adults when they face the problems of segmenting a speech stream (Saffran, Aslin, & Newport, 1996) and extracting long-distance regularities (G6mez, 2002; Peña, Bonatti, Nespor, & Mehler, 2002). In the present study, we explore statistical learning abilities in rats in the context of speech segmentation experiments. In a series of five experiments, we address whether rats can compute the necessary statistics to be able to segment synthesized speech streams and detect regularities associated with grammatical structures. Our results demonstrate that rats can segment the streams using the frequency of co-occurrence (not transitional probabilities, as human infants do) among items, showing that some basic statistical learning mechanism generalizes over nonprimate species. Nevertheless, rats did not differentiate among test items when the stream was organized over more complex regularities that involved nonadjacent elements and abstract grammar-like rules.

Animals↗

Graphical representation of a generalized linear model-based statistical test estimating the fit of the single-hit Poisson model to limiting dilution assays.

Standardized statistical and graphical methods for analysis of limiting dilution assays are highly desirable to enable investigators to compare and interpret results and conclusions with greater accuracy and precision. According to these requirements, we present in this work a powerful statistical slope test that estimates the fit of the single-hit Poisson model to limiting dilution experiments. This method is readily amenable to a graphical representation. This slope test is obtained by modeling limiting dilution data according to a linear log-log regression model, which is a generalized linear model specially designed for modeling binary data. The result of the statistical slope test can then be graphed to visualize whether the data are compatible or not with the single-hit Poisson model. We demonstrate this statistical test and its graphical representation by using two examples: a real limiting dilution experiment evaluating the growth frequency of IL-2-responsive tumor-infiltrating T cells in a malignant lymph node involved by a B cell non-Hodgkin's lymphoma, and a simulation of a limiting dilution assay corresponding to a theoretical non-single-hit Poisson model, suppressor two-target Poisson model.

Allergy and Immunology↗

Excess coronary mortality among Australian men and women living outside the capital city statistical divisions.

OBJECTIVES: To compare rates of mortality from coronary heart disease (CHD) between populations living within and outside Australian capital city statistical divisions. DESIGN AND SETTING: Descriptive epidemiological study based on data for all residents of Australia aged 30-69 years who died between 1986 and 1996 in all States and Territories of Australia. MAIN OUTCOME MEASURES: Standardised mortality rates from all causes and coronary heart disease as coded by the Australian Bureau of Statistics, and estimated excess deaths in populations living outside capital city statistical divisions. RESULTS: Between 1986 and 1996, mortality from CHD declined by 46% in men and 51% in women, and accounted for 61% of the decline in mortality from all causes in men and 48% in women. More deaths than expected from acute myocardial infarction resulted in mortality rates from CHD up to 30% higher in men and 21% higher in women living outside the capital city statistical divisions, and accounted for an overall estimated excess of 3835 deaths from CHD in men (32% of excess deaths from all causes), and 1385 deaths from CHD in women (27% of excess deaths from all causes) over the 11-year study period. CONCLUSIONS: Although there were impressive declines in coronary mortality in all Australian States and Territories from 1986 to 1996, populations living outside capital cities continue to have higher death rates from CHD. These differences in mortality rates indicate a need for further research into factors which may influence mortality rates for CHD in rural and remote areas, and immediate measures to ensure optimal treatment of coronary risk factors and acute coronary events in such populations.

Adult↗

Use of statistical sampling and extrapolation in overpayment audits of physicians.

The successful defense of claims for physician overpayments by insurers requires the health care attorney to be familiar with the statistical sampling procedures employed during these types of audits. In this article, the author describes when audits are initiated, the factors that are taken into account in determining if statistical sampling is appropriate, how the statistical sampling study is conducted, and what defenses the health care attorney can assert when confronted with the results of a statistical sampling audit.

Insurance Claim Review↗

[Computer technology in otospongiosis. 2. Statistics on 15 years of stapedectomy].

To complete their two previous data processing studies on systematization of parameters for otospongiosis and on statistics concerning the otospongiotic disease itself, the authors now develop the study of postoperative functional results obtained over 15 years stapectomies performed according to various techniques. The characteristic of this study is that the functional results are not considered only from the operative technique point of view, but that they also take into account all the factors having an influence upon the functional results, i.e. mechanical operative factors, otospongiotic cochlear factors and, finally the patient's general factor. This work is divided in three parts. The first part considers statistical data drawn from investigating elements taken over a period ranging from 1960 to 1975 from operative findings, surgical techniques and operative complications, particularly during reoperations, i.e., the mechanical part of hearing improvement in otospongiosis surgery. The second part deals with the problem of the medical postoperative care in stapedial surgery and with that of postoperative complications and the therapy used to combat them. It is the study of the cochlear support problem considering both the cochlear fragility facing the operative trauma, and the cochlear deterioration due to the enzymatic action of the otospongiotic microfoci of the lateral wall of the cochlear duct and of the vestibular side of the footplate. The third part is the statistical study made both by means of data processing and of manual investigation, on the long term functional results obtained, on one hand by the surgical solution of the stapedial fixation's mechanical problem, and on the other, by the medical solution of the cochlear problem considered both from the enzymatic and vascular point of view. This study of stapedectomies' long term functional results allows the authors to draw the conclusions which seem to result logically from this very elaborated statistical study concerning near 17000 stapedectomies performed from 1960 through 1975.

Audiometry↗

Impact of implant interdependency when evaluating success rates: a statistical analysis of multicenter results.

PURPOSE: When evaluating the outcome of oral implant treatment, a statistically important aspect to consider is whether any dependency exists among implants placed within the same patient/jaw. If one implant fails, will the risk of subsequent failures increase, i.e., will any of the remaining implants also fail? In an attempt to study this question, the aims of the present study were to statistically determine if the suggested hypothesis was valid, i.e., whether dependency exists among implants in the same patient/jaw, and to determine how failure lifetable analysis should be calculated. MATERIALS AND METHODS: In the present study, multicenter trial material consisting of 1.738 oral implants in 487 patients from 4 separate studies was used. First, any dependency among implants within the same patient/jaw was determined; thereafter, cumulative success rates were calculated for one implant per patient (chosen randomly), and the range of variations in the randomized success rates was also calculated. This was then compared with the cumulative success rates based on the entire material. RESULTS: The statistical analysis showed that a dependency among the implants existed prior to their functional loading, i.e., the risk for an implant failure among the remaining implants in the same patient/jaw increased after the first failure had occurred. CONCLUSION: Both study design and statistical analysis are of importance when comparing success rates from various investigations, since dependency among implants in the same patient/jaw does exist and may influence the success rates. Consequently, it is suggested that only one randomly selected implant from each patient should be considered when calculating implant success rates.

Dental Implantation, Endosseous↗

[Value of German Hospital Diagnosis Statistics in epidemiology-- an analysis with subarachnoid hemorrhage as an example].

Due to the Hospital Statistics Regulations of the 10th April 1990, the German Hospital Diagnosis Statistics were introduced in 1993 with the intention to serve as a database of health care decisions. This purpose requires a high-quality collection of epidemiologically relevant data. From 1993 to 1996 we analysed the datasets obtainable for subarachnoid haemorrhage which is coded with ICD 430. A subset concerning the data of 1996 and the Saarland region was compared to the data of the Saarland medical school at Homburg/Saar. Cases treated in the neurosurgical department were critically reviewed. About 20% of the cases coded with ICD 430 showed no subarachnoid haemorrhage. On the other hand, again about 20% of subarachnoid haemorrhage cases were not coded with ICD 430. The statistics comprise duplicates due to transfers between hospitals. The calculation of incidence is not possible because new bleeding cases cannot be outlined. In the present form the German Hospital Diagnosis Statistics are not suitable as a reliable base of health care decisions. This is partly caused by the inadequacy of the ICD-classification but, also, by the criteria for collecting data. We propose several modifications which can improve data quality in order to meet the intended requirements.

Databases, Factual↗

Outpatient health care statistics data warehouse--logical design.

Outpatient Health Care Statistics on a state level is a central point where all relevant statistic data are collected from various sources from all over the country. Various and complex requirements for processing and reporting data makes Outpatient Health Care Statistics on a state level a perfect example for efficient implementing of Data warehouse technology. The research investigates logical design of data warehouse with a special attention on a different data modeling technique in various phases of a logical data warehouse design. The research shows that a requirement for processing statistical data determines the design decision and thus the scope and semantic value of final data warehouse.

Ambulatory Care↗

[Problems in setting up a European statistics on animal experimentation]

The Akademie für Tierschutz has performed a study to analyse the problems in connection with the European statistics on animal experimentation. This study included an evaluation of the national and the European registration schemes as well as of the legal basis that exists in the EU Member States with regard to the registration of animal experiments. Moreover, selected individuals that participate in the statistics (researchers from industry and academia, officials) and animal welfare organisations were interviewed. Deficiencies within European and national legislation and within the statistical tables used were identified as causes for the unsatisfactory European statistics on animal experimentation. Additionally, it could be proved that binding EU legislation has not been implemented to full extent yet.

Journal Article↗

Statistical brain mapping of 18F-FDG PET in Alzheimer's disease: validation of anatomic standardization for atrophied brains.

UNLABELLED: Despite the increased use of statistical mapping to detect brain functional changes in Alzheimer's disease (AD), potential artifacts introduced by stereotactic anatomic standardization of atrophied brains have not been examined carefully. We investigated the effects of anatomic standardization by Statistical Parametric Mapping (SPM) and NEUROSTAT. METHODS: First, 10 AD patients and 10 age-matched healthy volunteers underwent 18F-FDG brain PET imaging. Each image set was standardized to a stereotactic brain template using SPM or NEUROSTAT, followed by pixel normalization to the global or cerebellar activity. Within-group comparisons of standardized image sets by each method and a between-group comparison of healthy volunteers and AD patients were performed using the statistical analysis routines of SPM. Second, simulated PET image sets were generated from segmented MR image sets of 5 healthy volunteers and 5 AD patients. Using the anatomic standardization parameters estimated on the simulated image sets, original gray matter MR image sets were transformed to the stereotactic coordinate system. Between-group subtraction analyses of the transformed gray matter image sets between healthy volunteers and AD groups were performed to examine the accuracy of cortical gray matter matching. RESULTS: Between-group comparison by SPM or NEUROSTAT showed generally similar areas of hypometabolism in bilateral temporoparietal, posterior cingulate, and left frontal cortices. Both methods showed possible deformation artifacts in the anterior part of the corpus callosum. The localization of the peak hypometabolism varied considerably between the two methods when global normalization was applied. The use of a common brain template for standardization resulted in asymmetric differences in cortical margins, indicating systematic differences in the deformation algorithms. The realistic simulation study revealed gray matter mismatches to be 20% greater with SPM than with NEUROSTAT. CONCLUSION: Although different statistical mapping methods may yield grossly similar patterns of hypometabolism in AD, the extent, severity, and peak location of metabolic changes can be inconsistent. Deformation accuracy appears to be more prone to atrophy. These limitations need to be considered carefully in the application and interpretation of brain mapping analysis in atrophied brains.

Aged↗

The power of statistical tests in meta-analysis.

Calculations of the power of statistical tests are important in planning research studies (including meta-analyses) and in interpreting situations in which a result has not proven to be statistically significant. The authors describe procedures to compute statistical power of fixed- and random-effects tests of the mean effect size, tests for heterogeneity (or variation) of effect size parameters across studies, and tests for contrasts among effect sizes of different studies. Examples are given using 2 published meta-analyses. The examples illustrate that statistical power is not always high in meta-analysis.

Humans↗

[Statistical characteristics of the background and evoked activity of cat superior colliculus neurons].

Background and evoked neuronal activity in the superior colliculus was studied in cats immobilized by galamine and in the encephale isole cats. Statistical parameters of the unit activity were calculated in the light and darkness and during stimulation with a moving light spot. Differentiation of background active neurons into the following four groups was suggested: the first group with a mean interval value about 300 ms, variation coefficient 1.9 and two peaks in the autocorrelation histogram, the second group with similar statistical parameters, however, differing in a presence of a correlation with saccade eye movements; the third group with a mean interval about 100 ms, variation coefficient 1.0 and an exponential distribution of intervals; the fourth group with the symmetrical type of interval histogram, a mean interval about 50 ms, variation coefficient 0.4--0.5. Only in the neurons of the second group significant difference was found in statistical parameters under light and dark conditions. Comparison of the statistical parameters of background activity and that, evoked by a moving light spot, testifies to be possibility of coding information on stimulus movement in the 3d and 4th groups of units.

Animals↗

[National statistical parameters of cervical cancer in Romania: 1992-1997].

UNLABELLED: Cervical cancer is an important health issue in Romania, as the 1990-1992 statistics of IARC mentioned it to be first in Europe as mortality through this neoplasia. We bring to 1997 the national statistical data regarding the cervical cancer. MATERIAL AND METHODS: Our data provided by the Romanian Health Ministry statistical Office allowed estimations over the following parameters: incidence (crude and age-related), prevalence and number of deaths, and relationships between these parameters and age group, clinical stage, geographical distribution, etc. Usual statistical methods of interpretation are used, as well as prognosis using the parabola methods, and world-standardized incidence rates. RESULTS: Between 1992-1997, there were 14743 new cases of cervical cancer diagnosed in Romania. The crude incidence per 100,000 was 21.27, and age-related incidence ranged between 0.27 per 100,000 for the under 20 to 46.73 in the 40-49 group. World standardized incidence rate indexed by age groups gave an incidence of 16.84. The mortality was 2.37, with world standardized age related deaths of 2.81. The clinical stage distribution showed stages 0 (15.02%), I (14.04%), II (34.91%), III (27.81%) and IV (8.19. The incidence and mortality data shows a better evolution for younger age groups, but a steady increase in 30-39 group for incidence and mortality. CONCLUSIONS: The data above place Romania on a stable but high incidence of cervical cancer, with a high mortality due to late diagnostic and socio-economical conditions.

Adult↗

[Contribution of data processing in otospongiosis. Part I. Statistics on otospongiosis].

The use of data processing in their otology clinic allowed the authors a better approach to otospongiosis and to its treatment, thus completing the knowledge of the otospongiotic disease according to their enzymatic concept. An important material has been gathered since 1959 to the present (June 1, 1974), based on more than 16 000 stapedectomies and nearly 100 000 otology out-patients. It has been studied both through a conventional method and an informatic one on the computer of their clinic. Statistical data, apparently valuable, could be drawn from this mass of information for each patient, starting from his first consultation and following him through his secondary consultations, operation, immediate postoperative follow-up and various postoperative check-ups performed. It also takes into account the general state of the patient and all the accidents which may happen during a remote postoperative period. First of all, the authors give the data for these statistics established according to the systematization of the parameters for otospongiosis they have previously published in 1973. In the first part, they gather statistical data obtained about the otospongiotic disease itself, some of which differ from the classical notions of frequency or importance. These statistical conclusions confirm some percentages stated by other authors (predominance of the woman and of the white race, severity of the disease in the young, etc.), but differ in relation to the number of deafs, the percentage of unilateral otospongiosis in comparison, to the bilateral ones, the importance of pure cochlear otospongiosis, the separate valuation of audiometric stages and that of anatomic types, the relation between age and anatomic type, finally the respective frequency of pre-and postoperative vertigos. In the second part, which will be presented later, the authors will study the postoperative functional results obtained within a period of 15 years by stapedectomy according to three techniques. But the particularity of this study will be the fact that functional results will not be considered only from the operative point of view, but from the whole of the factors acting upon the functional result, i.e.: operative mechanical factor, otospongiotic cochlear component, finally general state of the patient. We will thus have a better knowledge of this very peculiar disease of the otic capsule, hat is otospongiosis, characterized by its two phases: a first lytic phase provoked by an enzymatic factor, then a second rebuilding phase according to a pseudo haversian process. During the long progression of the disease, these two phases intermingle and juxtapose much more than they follow each other in the course of time.

Adult↗

Statistical method in a comparative study in which the standard treatment is superior to others.

The statistical method in a comparative study in which the standard treatment is theoretically or practically superior to the others has been investigated for a matched-pairs design. We derived this statistical method from one based on the maximum likelihood and score methods. Here we have shown that the score test statistic is algebraically the same as the statistic from the maximum likelihood method. As an example of our method's applications, we have considered a study on the detection of nodules on chest X-ray images displayed on a CRT with low luminance.

Biometry↗

Statistical outcome of random versus selected withdrawal of dental implants.

PURPOSE: When performing clinical trials, missing data from withdrawn patients should be evaluated differently, depending on the reason for the withdrawal of the patients. The question is, if a certain type of patient drops out, will that affect the result? Could a randomly selected sample of a study population be used for analyses instead of evaluating each and every patient? The purpose of this study was to answer these questions. MATERIALS AND METHODS: Detailed information on 1,738 implants in 487 patients was pooled together in a new database and used for statistical evaluations. Random or selected withdrawals were pulled from the database. Chi-squared tests were used for significance tests, and lifetables were used for survival analysis. RESULTS: There was a difference in the outcome depending on whether the withdrawals were randomly chosen or selected. Random withdrawals could represent, in this study, as much as 50% of the included patients without changing the statistical results. If selected withdrawals were based on which jaw was treated, the statistical outcome did change, but it did not change if withdrawals were based on gender or age. CONCLUSION: Evaluation of reasons for withdrawals and withdrawn patient characteristics are of utmost importance when evaluating clinical trials. A randomly selected sample of the entire population could, however, be expected to give the same statistical value as the entire group, if the original material were large enough. Therefore, the use of study samples may more easily enable clinicians to do follow-up investigations.

Age Factors↗

[Field trial for the early detection of patients with ovarian cancer--discrimination of ovarian cancer patients by the statistical analysis using Mahalanobis' generalized distance].

Six tumor-associated antigens, cancer antigen 125 (CA125), tissue polypeptide antigen (TPA), ferritin (Fr), carcinoembryonic antigen (CEA), alpha fetoprotein (AFP), and sialyl Lex-i (SLX) were measured simultaneously for the early detection of ovarian cancer. To decrease the number of both false positive and false negative cases in the combination assay, statistical discrimination analysis employing the serum values for appropriate tumor markers has been studied with respect to ovarian cancer by the method of Mahalanobis' generalized distance. The new "ovarian cancer screening test" designed by us has been used in Shizuoka Prefecture since 1988, and 23,307 serum samples have been analyzed. One hundred twenty-seven of 165 ovarian cancer patients were suspected as having cancer by such clinical procedures as pelvic examination and/or ultrasonography, while in 150 patients cancer was detected by the statistical discrimination method. Thirty-one of 38 patients with ovarian cancer overlooked by the clinical procedures could be found by the statistical method. We conclude that clinical procedures and the statistical method can be complementary in detecting patients with this malignancy.

Adult↗

Approximate entropy, a statistic of regularity, applied to fetal heart rate data before and during labor.

OBJECTIVE: To determine whether approximate entropy (ApEn), a new statistic of regularity, when applied to fetal heart rate (FHR) data antepartum or in labor, would offer an advantage over standard statistics of variation in predicting outcome. METHODS: A large data base of antepartum FHR records collected in clinical practice over 10 years was available. Two data sets in labor were stored on disk in small computers interfaced to fetal monitors on-line. Outcomes were assessed using blood gas values on delivery and Apgar scores. RESULTS: Antepartum, when the most favorable form of ApEn was used on 769 good-quality FHR records, the correlation with measurement of short-term variation was high. This was especially true when the fetal pulse interval variation fell below the normal range (less than 6 milliseconds short-term; r = 0.93) and in 20 other records with sinusoidal variation (r = 0.96). Approximate entropy varied with fetal sleep cycles and took longer to calculate than FHR variation. During the last hour of labor, in 319 records, there was no significant correlation between umbilical artery base deficit values on delivery and ApEn measurement. In 871 additional good-quality records of fetuses with normal outcome, the mean (+/- standard error [SE]) ApEn (0.95 +/- 0.005) was significantly greater than in 22 records (0.88 +/- 0.028) from fetuses with abnormal outcome (umbilical artery base deficit more than 12 mmol/L and Apgar score of 3 or less at 1 minute). However, consideration of the frequency distributions of these measurements showed that ApEn did not discriminate between normal and abnormal outcomes. The SD of fetal pulse intervals rose in labor whereas ApEn values fell, confirming that this new statistic of regularity differs from standard statistics of variation. CONCLUSION: Approximate entropy offered no advantage over measurement of short-term FHR variation antepartum, and neither measurement predicted outcome in labor.

Adult↗