BackFactors Producing Different Dispersion Patterns in Populations
Study Guide - Smart Notes
Tailored notes based on your materials, expanded with key definitions, examples, and context.
{"type":"doc","content":[{"type":"heading","attrs":{"textAlign":null,"level":3},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"units 9-11"}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"bold"},{"type":"underline"}],"text":"9.1"}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"Topic: Population - a group of individuals of the same species in the same area at the same time; what factors influence the size of populations?"}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"population density - the number of individuals/organisms per unit (v) -> # of individuals / area of volume occupied"}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"Population density in a sampled area -> # of individuals / area of volume occupied = total # of organisms / total area"}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"Population dispersion - pattern of spacing among individuals within a physical boundary of population"}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"image","attrs":{"src":"https://static.studychannel.pearsonprd.tech/study_guide_files/biology/sub_images/cf32e48d_image_1.png","alt":"Three types of dispersion patterns in populations: clumped, uniform, and random","title":null,"width":null,"height":null}}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"Random dispersion "}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"assumes equal density throughout range of area"}]}]},{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"abundant resources"}]}]}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"Uniform "}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"dependent on local habitat"}]}]},{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"territorial "}]}]},{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"scarce resources"}]}]}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"Mark and recapture"}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"ratio of marked : Total organisms -> total marked/total organisms = recaptured w mark/ recaptured organisms "}]}]},{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null}}]}]},{"type":"orderedList","attrs":{"start":1,"type":null},"content":[{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"Examine the three diagrams. Identify which pattern is clumped, which is uniform, and which is random based on the spacing of the dots (individuals)."}]}]},{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"For "},{"type":"text","marks":[{"type":"bold"}],"text":"clumped dispersion"},{"type":"text","text":", consider what factors might cause individuals to group together. Think about resource availability, social behavior, or environmental conditions that favor aggregation."}]}]},{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"For "},{"type":"text","marks":[{"type":"bold"}],"text":"uniform dispersion"},{"type":"text","text":", reflect on what might cause individuals to be evenly spaced. Consider territoriality, competition for resources, or allelopathy (chemical inhibition between plants)."}]}]},{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"For "},{"type":"text","marks":[{"type":"bold"}],"text":"random dispersion"},{"type":"text","text":", think about what conditions would allow individuals to be distributed without a predictable pattern. Consider the role of abiotic factors and the absence of strong attractions or repulsions among individuals."}]}]}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"bold"},{"type":"underline"}],"text":"9.2"},{"type":"text","marks":[{"type":"bold"}],"text":" "}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"population growth -> births- deaths"}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"no growth ->births = deaths"}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"#FFFFFF"}},{"type":"bold"}],"text":"Exponential Population Growth:"}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"#FFFFFF"}}],"text":"Exponential growth occurs when a population increases by a constant proportion over successive time intervals, under ideal, unlimited environmental conditions. "}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"#FFFFFF"}}],"text":"This type of growth is rare in nature but can occur when populations are introduced to new environments or recover from drastic reductions."}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"#FFFFFF"}}],"text":"Exponential Growth Equation: N_t = N_0 e^{rt} "}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"#FFFFFF"}}],"text":"where N_t is the population size at "},{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"#FFFFFF"}},{"type":"bold"}],"text":"time t"},{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"#FFFFFF"}}],"text":" ,"}]}]},{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"#FFFFFF"}}],"text":"N_0 is the "},{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"#FFFFFF"}},{"type":"bold"}],"text":"initial population size"},{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"#FFFFFF"}}],"text":", "}]}]},{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"#FFFFFF"}}],"text":"r is the maximum per capita (individual) rate of growth, "}]}]},{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"#FFFFFF"}}],"text":"and e is the base of the natural logarithm."}]}]},{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"textStyle","attrs":{"color":"#FFFFFF"}}],"text":"Key Features: J-shaped curve, rapid increase, unsustainable in the long term due to resource limitations."}]}]}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"image","attrs":{"src":"data:image/png;base64,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