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Statistical Fridays J C Horrow, MD, MS STAT Clinical Professor, Anesthesiology Drexel University College of Medicine
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Session Review New concepts: Observations vary Observational vs. experimental data Graphing your data Example: 50 patients induced with TPL or PPF Homework: 20 patients given spinals for C-section
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Session Summary 1.A statistic is a function of the data. 2.Useful statistics have known distributions. 3.Statistical tests are based on a “null” hypothesis to be disproved. 4.The “Normal” distribution is the most common and useful distribution.
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Statistic: function of data Average of all observations (mean) Average of the smallest and largest The middle observation (median) The largest observation The first observation USES: for estimation and testing
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Statistical Inference ESTIMATIONHYPOTHESIS TESTING Point Estimators Interval Estimators mean, variance95% Conf. Int.
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Useful Statistics Are unbiased (on average, hit the mark) Have minimal variance Have known distributions Sample average ~ Normal ( , ) Sample average ~ t ( , s ) Sample standard deviation = s (N-1)s 2 / ~ (n-1)
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Useful Statistics Suggest several useful statistics for the induction data and state the assumptions for each. 0 1 2 3 4 5 6 7 8 910 12 14 16 18 20 PPF TPL
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Concept #3: Null Hypothesis Statistical tests are based on a “null” hypothesis to be disproved. EXAMPLES: TPL = PPL for SBP MEDIAN TPL < MEDIAN PPL TPL = PPL 0 1 2 3 4 5 6 7 8 910 12 14 16 18 20 PPF TPL
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Concept #3: Statistical Tests Statistical tests utilize “test statistics” (duh?) To test equality of means: TPL – PPL and compare it to zero To test equality of medians: Sum of Ranks TPL - Sum of Ranks PPL To compare sample variances: s TPL / s PPL and compare it to one
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The Normal Distribution Most common way numbers distribute Occurs when measurement results from sum of individual parts Sums and averages “Bell”-shaped curve; symmetric Observations clustered in center; fewer occur farther from center. No “cut-off” at either end
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The Normal Distribution
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Session Review New concepts: Statistics are functions of the data Useful statistics have known distributions Statistical inference = estimation; testing Tests seek to disprove a “null” hypothesis Example: 50 patients induced with TPL or PPF Homework: 20 patients given spinals for C-section
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