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As We May Think

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" As We May Think " is a 1945 essay by Vannevar Bush which has been described as visionary and influential, anticipating many aspects of information society . It was first published in The Atlantic in July 1945 and republished in an abridged version in September 1945—before and after the atomic bombings of Hiroshima and Nagasaki . Bush expresses his concern for the direction of scientific efforts toward destruction, rather than understanding, and explicates a desire for a sort of collective memory machine with his concept of the memex that would make knowledge more accessible, believing that it would help fix these problems. Through this machine, Bush hoped to transform an information explosion into a knowledge explosion.

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93-460: The article was a reworked and expanded version of Bush's essay "Mechanization and the Record" (1939). Here, he described a machine that would combine lower level technologies to achieve a higher level of organized knowledge (like human memory processes). Shortly after the publication of this essay, Bush coined the term " memex " in a letter written to the editor of Fortune magazine. That letter became

186-437: A mental image . Visual memory can result in priming and it is assumed some kind of perceptual representational system underlies this phenomenon. In contrast, procedural memory (or implicit memory ) is not based on the conscious recall of information, but on implicit learning . It can best be summarized as remembering how to do something. Procedural memory is primarily used in learning motor skills and can be considered

279-484: A category includes semantic, episodic and autobiographical memory. In contrast, prospective memory is memory for future intentions, or remembering to remember (Winograd, 1988). Prospective memory can be further broken down into event- and time-based prospective remembering. Time-based prospective memories are triggered by a time-cue, such as going to the doctor (action) at 4pm (cue). Event-based prospective memories are intentions triggered by cues, such as remembering to post

372-453: A few hundred milliseconds). Because this form of memory degrades so quickly, participants would see the display but be unable to report all of the items (12 in the "whole report" procedure) before they decayed. This type of memory cannot be prolonged via rehearsal. Three types of sensory memories exist. Iconic memory is a fast decaying store of visual information, a type of sensory memory that briefly stores an image that has been perceived for

465-451: A friend about how people resist innovation, he brings up the trail again, and then copies the whole trail out to be installed into his friend's memex. There, the trail is joined into a more general trail about how people resist innovation. Section 8: Bush envisions a future where memex machines are everywhere. There will be microfilmed encyclopedias with trails already installed. Lawyers, patent attorneys, and other knowledge workers will use

558-719: A future Vocoder could transcribe speech automatically . A future researcher could walk around, take photos with the head-mounted camera, and record sound and speech. The photos and the sounds would have timing information. At the end of the day, this timed record of the day can be processed and reviewed. To study cosmic rays , physicists built vacuum tubes that could count at 0.1 MHz. Future electronic computers could operate at least 100 times faster, at 10 MHz. Herman Hollerith 's tabulating machine showed that simple machines programmed by punched cards could be commercially valuable. Future computers could perform complex programs according to punched cards or microfilms. Section 4: Most of

651-419: A keyboard. Typing on the keyboard, the user can find any microfilm by associative search. Pushing on levers allows users to flip through a microfilmed book, moving forward or backward at variable speeds. The user can open up several microfilms at once, then draw lines and commentaries between them using dry photography or by a telautograph -like pen. Section 7: The essence of memex is associative indexing :

744-440: A letter (action) after seeing a mailbox (cue). Cues do not need to be related to the action (as the mailbox/letter example), and lists, sticky-notes, knotted handkerchiefs, or string around the finger all exemplify cues that people use as strategies to enhance prospective memory. Infants do not have the language ability to report on their memories and so verbal reports cannot be used to assess very young children's memory. Throughout

837-439: A linear factor of 100x, or an area factor of 10000x. A library of 1 million books would occupy the volume of 100 books, which can fit on a bookshelf. All the world's books can fit inside a moving van . Production and transmission would cost pennies. A possible future device would be a walnut-sized camera strapped to the head of the wearer that can take a photo at the squeeze of a hand, and develop it. The photos can be taken out at

930-418: A major scientist of the time, rather than the more open knowledge spaces of the 21st century. Bush provides a core vision of the importance of information to industrial/scientific society, using the image of an "information explosion" arising from the unprecedented demands on scientific production and technological application of World War II. He outlines a version of information science as a key discipline within

1023-445: A mesh of associative trails running through them, ready to be dropped into the memex and there amplified." Bush envisioned the ability to retrieve several articles or pictures on one screen, with the possibility of writing comments that could be stored and recalled together. He believed people would create links between related articles, thus mapping the thought process and path of each user and saving it for others to experience. Misplaced Pages

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1116-679: A million volumes could be compressed into one end of a desk. On the other hand, it still uses methods of indexing of information which Bush described as artificial: When data of any sort are placed in storage, they are filed alphabetically or numerically, and information is found (when it is) by tracing it down from subclass to subclass. It can be in only one place, unless duplicates are used. This description resembles popular file systems of modern computer operating systems ( FAT , NTFS , ext3 when used without hard links and symlinks, etc.), which do not easily enable associative indexing as imagined by Bush. Bush urges that scientists should turn to

1209-399: A process called chunking . For example, in recalling a ten-digit telephone number , a person could chunk the digits into three groups: first, the area code (such as 123), then a three-digit chunk (456), and, last, a four-digit chunk (7890). This method of remembering telephone numbers is far more effective than attempting to remember a string of 10 digits; this is because we are able to chunk

1302-431: A small duration. Echoic memory is a fast decaying store of auditory information, also a sensory memory that briefly stores sounds that have been perceived for short durations. Haptic memory is a type of sensory memory that represents a database for touch stimuli. Short-term memory, not to be confused with working memory, allows recall for a period of several seconds to a minute without rehearsal. Its capacity, however,

1395-458: A stimulus (such as a picture or a word) before. Recall memory tasks require participants to retrieve previously learned information. For example, individuals might be asked to produce a series of actions they have seen before or to say a list of words they have heard before. Topographical memory involves the ability to orient oneself in space, to recognize and follow an itinerary, or to recognize familiar places. Getting lost when traveling alone

1488-519: A subset of implicit memory. It is revealed when one does better in a given task due only to repetition – no new explicit memories have been formed, but one is unconsciously accessing aspects of those previous experiences. Procedural memory involved in motor learning depends on the cerebellum and basal ganglia . A characteristic of procedural memory is that the things remembered are automatically translated into actions, and thus sometimes difficult to describe. Some examples of procedural memory include

1581-485: A tree of classification. The memex is a machine for individual use, where they could store all their books, records, and communications. The memex looks like a desk. It contains a storage unit for microfilms, sufficient for an individual's lifetime. Microfilms can be bought like books and magazines. Letters, documents, and hand-drawn manuscripts can be placed on a transparent plate that is then photographed and converted to microfilm. One can also manually type onto them with

1674-454: A vast store of knowledge, but also be frequently consulted and enhanced. Two kinds of technologies can help: analog information on microfilms, and digital information encoded by electric signals. While they are different, both kinds would be vastly cheaper than traditional printed media. With instant photography and microfilm , it will be cheap to copy and transmit analog information. Microfilm could shrink books and other paper-publications by

1767-405: A worker performs repeatedly could be programmed into a machine. Normal or even mathematical language is too vague for programming. A "positional" logical language would be needed for entering information the machines. Not only will they be for entering information, machines will also help people find information. For example, punched card sorters and telephone exchanges are both search machines:

1860-543: Is already producing some results in microfilm for scholarly purposes, and the potentialities are highly suggestive. "As We May Think" predicted (to some extent) many kinds of technology invented after its publication, including hypertext , personal computers , the Internet , the World Wide Web , speech recognition , and online encyclopedias such as Misplaced Pages : "Wholly new forms of encyclopedias will appear, ready-made with

1953-620: Is an example of the failure of topographic memory. Flashbulb memories are clear episodic memories of unique and highly emotional events. People remembering where they were or what they were doing when they first heard the news of President Kennedy 's assassination , the Sydney Siege or of 9/11 are examples of flashbulb memories. Anderson (1976) divides long-term memory into declarative (explicit) and procedural (implicit) memories. Declarative memory requires conscious recall , in that some conscious process must call back

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2046-524: Is consciously activated, whereas procedural memory is the slow and gradual learning of skills that often occurs without conscious attention to learning. Memory is not a perfect processor and is affected by many factors. The ways by which information is encoded, stored, and retrieved can all be corrupted. Pain, for example, has been identified as a physical condition that impairs memory, and has been noted in animal models as well as chronic pain patients. The amount of attention given new stimuli can diminish

2139-454: Is crucial in cognitive neuroscience is how information and mental experiences are coded and represented in the brain. Scientists have gained much knowledge about the neuronal codes from the studies of plasticity, but most of such research has been focused on simple learning in simple neuronal circuits; it is considerably less clear about the neuronal changes involved in more complex examples of memory, particularly declarative memory that requires

2232-399: Is dependent upon the synthesis of new proteins. This occurs within the cellular body, and concerns the particular transmitters, receptors, and new synapse pathways that reinforce the communicative strength between neurons. The production of new proteins devoted to synapse reinforcement is triggered after the release of certain signaling substances (such as calcium within hippocampal neurons) in

2325-498: Is easier to do two different tasks, one verbal and one visual, than two similar tasks, and the aforementioned word-length effect. Working memory is also the premise for what allows us to do everyday activities involving thought. It is the section of memory where we carry out thought processes and use them to learn and reason about topics. Researchers distinguish between recognition and recall memory. Recognition memory tasks require individuals to indicate whether they have encountered

2418-422: Is electrical, future human-machine interfaces could be purely electrical . "As We May Think" has turned out to be a visionary and influential essay. In their introduction to a paper discussing information literacy as a discipline, Johnston and Webber write Bush's paper might be regarded as describing a microcosm of the information society, with the boundaries tightly drawn by the interests and experiences of

2511-467: Is important for explicit memory. The hippocampus is also important for memory consolidation. The hippocampus receives input from different parts of the cortex and sends its output out to different parts of the brain also. The input comes from secondary and tertiary sensory areas that have processed the information a lot already. Hippocampal damage may also cause memory loss and problems with memory storage. This memory loss includes retrograde amnesia which

2604-832: Is not available. On the contrary, positive feedback for consolidating a certain short term memory registered in neurons, and considered by the neuro-endocrine systems to be useful, will make that short term memory to consolidate into a permanent one. This has been shown to be true experimentally first in insects, which use arginine and nitric oxide levels in their brains and endorphin receptors for this task. The involvemnt of arginine and nitric oxide in memory consolidation has been confirmed in birds, mammals and other creatures, including humans. Glial cells have also an important role in memory formation, although how they do their work remains to be unveiled. Other mechanisms for memory consolidation can not be discarded. The multi-store model (also known as Atkinson–Shiffrin memory model )

2697-410: Is one example of how this vision has in part been realized, allowing elements of an article to reference other related topics. A user's browser history maps the trails of possible paths of interaction, although this is typically available only to the user that created it. Bush's article also laid the foundation for new media. Doug Engelbart came across the essay shortly after its publication, and keeping

2790-593: Is said to be stored in long-term memory. While short-term memory encodes information acoustically, long-term memory encodes it semantically: Baddeley (1966) discovered that, after 20 minutes, test subjects had the most difficulty recalling a collection of words that had similar meanings (e.g. big, large, great, huge) long-term. Another part of long-term memory is episodic memory, "which attempts to capture information such as 'what', 'when' and 'where ' ". With episodic memory, individuals are able to recall specific events such as birthday parties and weddings. Short-term memory

2883-477: Is supported by several functions of the medial temporal lobe system which includes the hippocampus. Autobiographical memory – memory for particular events within one's own life – is generally viewed as either equivalent to, or a subset of, episodic memory. Visual memory is part of memory preserving some characteristics of our senses pertaining to visual experience. One is able to place in memory information that resembles objects, places, animals or people in sort of

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2976-514: Is supported by transient patterns of neuronal communication, dependent on regions of the frontal lobe (especially dorsolateral prefrontal cortex ) and the parietal lobe . Long-term memory, on the other hand, is maintained by more stable and permanent changes in neural connections widely spread throughout the brain. The hippocampus is essential (for learning new information) to the consolidation of information from short-term to long-term memory, although it does not seem to store information itself. It

3069-409: Is the loss of memory for events that occurred shortly before the time of brain damage. Cognitive neuroscientists consider memory as the retention, reactivation, and reconstruction of the experience-independent internal representation. The term of internal representation implies that such a definition of memory contains two components: the expression of memory at the behavioral or conscious level, and

3162-441: Is usually the primary process thought of when referencing memory. Non-declarative, or implicit, memory is the unconscious storage and recollection of information. An example of a non-declarative process would be the unconscious learning or retrieval of information by way of procedural memory , or a priming phenomenon. Priming is the process of subliminally arousing specific responses from memory and shows that not all memory

3255-473: Is very limited. In 1956, George A. Miller (1920–2012), when working at Bell Laboratories , conducted experiments showing that the store of short-term memory was 7±2 items. (Hence, the title of his famous paper, "The Magical Number 7±2." ) Modern perspectives estimate the capacity of short-term memory to be lower, typically on the order of 4–5 items, or argue for a more flexible limit based on information instead of items. Memory capacity can be increased through

3348-419: The dendritic spines . At these locations the messenger RNAs can be translated into the proteins that control signaling at neuronal synapses . The transition of a memory from short term to long term is called memory consolidation . Little is known about the physiological processes involved. Two propositions of how the brain achieves this task are backpropagation or backprop and positive feedback from

3441-440: The growing knowledge of atomistic to the useful solution of the advanced problems of chemistry, metallurgy, and biology". To exemplify the importance of this concept, consider the process involved in 'simple' shopping: "Every time a charge sale is made, there are a number of things to be done. The inventory needs to be revised, the salesman needs to be given credit for the sale, the general accounts need an entry, and most important,

3534-483: The library classification system, are tree-like. At the top are the biggest classes, and each class can have subclasses, and so on. Each item belongs uniquely to a leaf on the tree of information. This is cumbersome, and the human mind does not operate that way, but operates by association . In human thinking, one traces out a "trail" of information. This process can be augmented by the memex . Like human memory, it retrieves information by association, not by going down

3627-466: The neuron . The sensory processor allows information from the outside world to be sensed in the form of chemical and physical stimuli and attended to various levels of focus and intent. Working memory serves as an encoding and retrieval processor. Information in the form of stimuli is encoded in accordance with explicit or implicit functions by the working memory processor. The working memory also retrieves information from previously stored material. Finally,

3720-419: The "partial report paradigm." Subjects were presented with a grid of 12 letters, arranged into three rows of four. After a brief presentation, subjects were then played either a high, medium or low tone, cuing them which of the rows to report. Based on these partial report experiments, Sperling was able to show that the capacity of sensory memory was approximately 12 items, but that it degraded very quickly (within

3813-568: The ability to ride a bike or tie shoelaces. Another major way to distinguish different memory functions is whether the content to be remembered is in the past, retrospective memory , or in the future, prospective memory . John Meacham introduced this distinction in a paper presented at the 1975 American Psychological Association annual meeting and subsequently included by Ulric Neisser in his 1982 edited volume, Memory Observed: Remembering in Natural Contexts . Thus, retrospective memory as

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3906-603: The accuracy and capacity of the memory. Sensory memory holds information, derived from the senses, less than one second after an item is perceived. The ability to look at an item and remember what it looked like with just a split second of observation, or memorization, is an example of sensory memory. It is out of cognitive control and is an automatic response. With very short presentations, participants often report that they seem to "see" more than they can actually report. The first precise experiments exploring this form of sensory memory were conducted by George Sperling (1963) using

3999-462: The activation of memory promoting genes and the inhibition of memory suppressor genes, and DNA methylation / DNA demethylation was found to be a major mechanism for achieving this dual regulation. Rats with a new, strong long-term memory due to contextual fear conditioning have reduced expression of about 1,000 genes and increased expression of about 500 genes in the hippocampus 24 hours after training, thus exhibiting modified expression of 9.17% of

4092-401: The amount of information that becomes encoded for storage. Also, the storage process can become corrupted by physical damage to areas of the brain that are associated with memory storage, such as the hippocampus. Finally, the retrieval of information from long-term memory can be disrupted because of decay within long-term memory. Normal functioning, decay over time, and brain damage all affect

4185-415: The area is actually responsible for the observed deficit. Further, it is not sufficient to describe memory, and its counterpart, learning , as solely dependent on specific brain regions. Learning and memory are usually attributed to changes in neuronal synapses , thought to be mediated by long-term potentiation and long-term depression . In general, the more emotionally charged an event or experience is,

4278-422: The articulatory process (for example the repetition of a telephone number over and over again). A short list of data is easier to remember. The phonological loop is occasionally disrupted. Irrelevant speech or background noise can impede the phonological loop. Articulatory suppression can also confuse encoding and words that sound similar can be switched or misremembered through the phonological similarity effect.

4371-488: The better it is remembered; this phenomenon is known as the memory enhancement effect . Patients with amygdala damage, however, do not show a memory enhancement effect. Hebb distinguished between short-term and long-term memory. He postulated that any memory that stayed in short-term storage for a long enough time would be consolidated into a long-term memory. Later research showed this to be false. Research has shown that direct injections of cortisol or epinephrine help

4464-505: The body of "As We May Think", which added only an introduction and conclusion. As described, Bush's memex was based on what was thought, at the time, to be advanced technology of the future: ultra high resolution microfilm reels, coupled to multiple screen viewers and cameras, by electromechanical controls. The memex, in essence, reflects a library of collective knowledge stored in a piece of machinery described in his essay as "a piece of furniture". The Atlantic publication of Bush's article

4557-457: The brain as mediated by multiple neocortical circuits". Study of the genetics of human memory is in its infancy though many genes have been investigated for their association to memory in humans and non-human animals. A notable initial success was the association of APOE with memory dysfunction in Alzheimer's disease . The search for genes associated with normally varying memory continues. One of

4650-465: The cell. In the case of hippocampal cells, this release is dependent upon the expulsion of magnesium (a binding molecule) that is expelled after significant and repetitive synaptic signaling. The temporary expulsion of magnesium frees NMDA receptors to release calcium in the cell, a signal that leads to gene transcription and the construction of reinforcing proteins. For more information, see long-term potentiation (LTP). Number crunching Read

4743-489: The customer needs to be charged." Due to the convenience of the store's central device which rapidly manage thousands of these transactions, the employees may focus on the essential aspects of the department such as sales and advertising. Indeed, as of today, "science has provided the swiftest communication between individuals; it has provided a record of ideas and has enabled man to manipulate and to make extracts from that record so that knowledge evolves and endures throughout

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4836-411: The distribution and use of information, under similar conditions of "information explosion" as Bush's post-war scientists. All these people arguably need some sort of personal "information control" in order to function. Memory Memory is the faculty of the mind by which data or information is encoded , stored, and retrieved when needed. It is the retention of information over time for

4929-576: The end of a day for further processing. (Illustrated in the header image.) Bush goes into some technical details about instant photography and electric fax machines. In his days, wet photography was the most common, yet it takes a long time and is hard to shrink into a small camera. However, whiteprint technology might be miniaturized, leading to miniature dry photography. Printed material could be transmitted cheaply by digital signals, as demonstrated by electric fax machines . The sending side uses photocells to convert images to electric signals, and on

5022-421: The endocrine system. Backprop has been proposed as a mechanism the brain uses to achieve memory consolidation and has been used, for example by Geoffrey E. Hinton, Nobel Prize for Physics in 2024, to build AI software. It implies a feedback to neurons consolidating a given memory to erase that information when the brain learns that that information is misleading or wrong. However, empirical evidence of its existence

5115-572: The existing computing machines are tabulating machines , arithmetic machines . Some are more advanced, like tide-predicting machines , and machines for solving differential and integration equations . Future scientists will delegate even more advanced routine mathematics to machines, just as one would delegate the operation of a car to its engine. By delegating away more routines, scientists can perform creative, intuitive work. Section 5: Scientists and other knowledge workers manipulate data and perform logical inferences. Any routine logical process that

5208-457: The first candidates for normal variation in memory is the protein KIBRA , which appears to be associated with the rate at which material is forgotten over a delay period. There has been some evidence that memories are stored in the nucleus of neurons. Several genes , proteins and enzymes have been extensively researched for their association with memory. Long-term memory, unlike short-term memory,

5301-574: The first objective of our scientists. Through this process, society would be able to focus and evolve past the existing knowledge rather than looping through infinite calculations. We should be able to pass the tedious work of numbers to machines and work on the intricate theory which puts them best to use. If humanity were able to obtain the "privilege of forgetting the manifold things he does not need to have immediately at hand, with some assurance that he can find them again if proven important" only then "will mathematics be practically effective in bringing

5394-399: The following: Techniques used to assess infants' recall memory include the following: Researchers use a variety of tasks to assess older children and adults' memory. Some examples are: Brain areas involved in the neuroanatomy of memory such as the hippocampus , the amygdala , the striatum , or the mammillary bodies are thought to be involved in specific types of memory. For example,

5487-444: The function of long-term memory is to store through various categorical models or systems. Declarative, or explicit memory , is the conscious storage and recollection of data. Under declarative memory resides semantic and episodic memory . Semantic memory refers to memory that is encoded with specific meaning. Meanwhile, episodic memory refers to information that is encoded along a spatial and temporal plane. Declarative memory

5580-642: The great record and to grow in the wisdom of race experience. He may perish in conflict before he learns to wield that record for his true good. Yet, in the application of science to the needs and desires of man, it would seem to be a singularly unfortunate stage at which to terminate the process, or to lose hope as to the outcome. Editor's note: Technologies like trip hammers exist that can do physical labor better and faster. Soon, technologies will exist that can help people do intellectual labor better and faster. Introduction: Many scientists, especially physicists, obtained new duties during World War II . Now, after

5673-411: The hippocampus is believed to be involved in spatial learning and declarative learning , while the amygdala is thought to be involved in emotional memory . Damage to certain areas in patients and animal models and subsequent memory deficits is a primary source of information. However, rather than implicating a specific area, it could be that damage to adjacent areas, or to a pathway traveling through

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5766-546: The information into meaningful groups of numbers. This is reflected in some countries' tendencies to display telephone numbers as several chunks of two to four numbers. Short-term memory is believed to rely mostly on an acoustic code for storing information, and to a lesser extent on a visual code. Conrad (1964) found that test subjects had more difficulty recalling collections of letters that were acoustically similar, e.g., E, P, D. Confusion with recalling acoustically similar letters rather than visually similar letters implies that

5859-438: The information. It is sometimes called explicit memory , since it consists of information that is explicitly stored and retrieved. Declarative memory can be further sub-divided into semantic memory , concerning principles and facts taken independent of context; and episodic memory , concerning information specific to a particular context, such as a time and place. Semantic memory allows the encoding of abstract knowledge about

5952-533: The initial data into question. The hippocampus may be involved in changing neural connections for a period of three months or more after the initial learning. Research has suggested that long-term memory storage in humans may be maintained by DNA methylation , and the 'prion' gene . Further research investigated the molecular basis for long-term memory . By 2015 it had become clear that long-term memory requires gene transcription activation and de novo protein synthesis . Long-term memory formation depends on both

6045-429: The letters were encoded acoustically. Conrad's (1964) study, however, deals with the encoding of written text. Thus, while the memory of written language may rely on acoustic components, generalizations to all forms of memory cannot be made. The storage in sensory memory and short-term memory generally has a strictly limited capacity and duration. This means that information is not retained indefinitely. By contrast, while

6138-501: The life of a race rather than of an individual". Improved technology has become an extension of our capabilities, much as how external hard drives function for computers so it may reserve more memory for more practical tasks. Another significant role of practicality in technology is the method of association and selection. "There may be millions of fine thoughts, and the account of the experience on which they are based, all encased within stone walls of acceptable architectural form; but if

6231-419: The massive task of creating more efficient accessibility to our fluctuating store of knowledge . For years inventions have extended people's physical powers rather than the powers of their mind. He argues that the instruments are at hand which, if properly developed, will give society access to and command over the inherited knowledge of the ages. The perfection of these pacific instruments, he suggests, should be

6324-409: The memex in mind, he began work that would eventually result in the invention of the mouse , the word processor , the hyperlink and concepts of new media for which these groundbreaking inventions were merely enabling technologies. Today, storage has greatly surpassed the level imagined by Vannevar Bush, The Encyclopædia Britannica could be reduced to the volume of a matchbox. A library of

6417-412: The memex to store their associative trails accumulated over their professional life. There will be a new kind of job: "trail blazers", who find new and useful trails. Bush expect future technology to be superior than those described in the essay, but he keeps to only known technologies, instead of the possible unknown, to keep the idea of memex practical. More speculatively, since the human nervous system

6510-647: The memory stores as being a single unit whereas research into this shows differently. For example, short-term memory can be broken up into different units such as visual information and acoustic information. In a study by Zlonoga and Gerber (1986), patient 'KF' demonstrated certain deviations from the Atkinson–Shiffrin model. Patient KF was brain damaged , displaying difficulties regarding short-term memory. Recognition of sounds such as spoken numbers, letters, words, and easily identifiable noises (such as doorbells and cats meowing) were all impacted. Visual short-term memory

6603-474: The phonological loop also has a limit to how much it can hold at once which means that it is easier to remember a lot of short words rather than a lot of long words, according to the word length effect. The visuospatial sketchpad stores visual and spatial information. It is engaged when performing spatial tasks (such as judging distances) or visual ones (such as counting the windows on a house or imagining images). Those with aphantasia will not be able to engage

6696-410: The practice of scientific and technical knowledge domains. His view encompasses the problems of information overload and the need to devise efficient mechanisms to control and channel information for use. Indeed, Bush was very concerned with information overload inhibiting the research efforts of scientists. His scientist, operating under conditions of "information explosion" and requiring respite from

6789-526: The printed code and electrically signal the memex to pull up the next item. Bush describes a use scenario , where the user is studying why the short Turkish bow was apparently superior to the English longbow in the Crusades . He searches through encyclopedias and textbooks, building a trail of connections. He also branches off another trail through textbooks and handbooks on elasticity. Later, in conversation with

6882-480: The purpose of influencing future action . If past events could not be remembered, it would be impossible for language, relationships, or personal identity to develop. Memory loss is usually described as forgetfulness or amnesia . Memory is often understood as an informational processing system with explicit and implicit functioning that is made up of a sensory processor , short-term (or working ) memory, and long-term memory . This can be related to

6975-562: The rat hippocampal genome. Reduced gene expressions were associated with methylations of those genes. Considerable further research into long-term memory has illuminated the molecular mechanisms by which methylations are established or removed, as reviewed in 2022. These mechanisms include, for instance, signal-responsive TOP2B -induced double-strand breaks in immediate early genes . Also the messenger RNAs of many genes that had been subjected to methylation-controlled increases or decreases are transported by neural granules ( messenger RNP ) to

7068-421: The receiving side, electric printers convert the electric signal into electric sparks hitting iodine-impregnated paper, turning it black. Section 3: Not only will it be cheap to transmit and copy digital material, it will also be cheap to convert printed material into digital form. Language is interconvertible with digital signals, as shown by three technologies: While currently Vocoders need human operators,

7161-639: The scholar can get at only one a week by diligent search, his synthesis are not likely to keep up with the current scene." Bush believes that the tools available in his time lacked this feature, but noted the emergence and development of such ideas such as the Memex, a cross referencing system. Bush concludes his essay by stating that: The applications of science have built man a well-supplied house, and are teaching him to live healthily therein. They have enabled him to throw masses of people against one another with cruel weapons. They may yet allow him truly to encompass

7254-773: The sorter can quickly produce a stack of cards listing, for example, all employees who live in Trenton, New Jersey and know the Spanish language , and a telephone exchange can quickly connect to the line specified by a number sequence. Bush proceeds to describe in detail a management system for a department store , where a salesperson enters customer and product information, which a central machine uses to update inventory, credit sales, adjust accounts, and charge customers, using analog devices such as punched cards, dry photography, microfilms, Valdemar Poulsen 's magnetic wire recorder , and so on. Section 6: Traditional information systems, such as

7347-535: The storage of facts and events (Byrne 2007). Convergence-divergence zones might be the neural networks where memories are stored and retrieved. Considering that there are several kinds of memory, depending on types of represented knowledge, underlying mechanisms, processes functions and modes of acquisition, it is likely that different brain areas support different memory systems and that they are in mutual relationships in neuronal networks: "components of memory representation are distributed widely across different parts of

7440-405: The storage of recent experiences. This is also true for stimulation of the amygdala. This proves that excitement enhances memory by the stimulation of hormones that affect the amygdala. Excessive or prolonged stress (with prolonged cortisol) may hurt memory storage. Patients with amygdalar damage are no more likely to remember emotionally charged words than nonemotionally charged ones. The hippocampus

7533-452: The tide of scientific documents could be construed as a nascent image of the "Information Literate Person" in an information saturated society. There is a growing mountain of research. But there is increased evidence that we are being bogged down today as specialization extends. The investigator is staggered by the findings and conclusions of thousands of other workers. Schools, colleges, health care, government, etc., are all implicated in

7626-486: The total capacity of long-term memory has yet to be established, it can store much larger quantities of information. Furthermore, it can store this information for a much longer duration, potentially for a whole life span. For example, given a random seven-digit number, one may remember it for only a few seconds before forgetting, suggesting it was stored in short-term memory. On the other hand, one can remember telephone numbers for many years through repetition; this information

7719-438: The underpinning physical neural changes (Dudai 2007). The latter component is also called engram or memory traces (Semon 1904). Some neuroscientists and psychologists mistakenly equate the concept of engram and memory, broadly conceiving all persisting after-effects of experiences as memory; others argue against this notion that memory does not exist until it is revealed in behavior or thought (Moscovitch 2007). One question that

7812-400: The user can make any item associate with any other, so that pulling up the first item automatically pulls up the second. Associations can be chained, building a "trail". A trail can be named and later retrieved by typing on the keyboard. Any item can be a part of many trails. Associative indexing can be implemented by coded dots printed on the bottoms of microfilms, and an optical reader can read

7905-415: The visuospatial sketchpad. The episodic buffer is dedicated to linking information across domains to form integrated units of visual, spatial, and verbal information and chronological ordering (e.g., the memory of a story or a movie scene). The episodic buffer is also assumed to have links to long-term memory and semantic meaning. The working memory model explains many practical observations, such as why it

7998-496: The war, they need new peaceful duties. Section 1: Scientific knowledge has grown considerably, but the way we manage knowledge has remained the same for centuries. We are no longer able to keep up and find relevant information in the flood of information. Leibniz 's computer and Charles Babbage 's computer were both failures because technologies of their times could not produce them cheaply and precisely, but now we have enough technology. Section 2: Science should not only be

8091-461: The world, such as "Paris is the capital of France". Episodic memory, on the other hand, is used for more personal memories, such as the sensations, emotions, and personal associations of a particular place or time. Episodic memories often reflect the "firsts" in life such as a first kiss, first day of school or first time winning a championship. These are key events in one's life that can be remembered clearly. Research suggests that declarative memory

8184-420: The years, however, researchers have adapted and developed a number of measures for assessing both infants' recognition memory and their recall memory. Habituation and operant conditioning techniques have been used to assess infants' recognition memory and the deferred and elicited imitation techniques have been used to assess infants' recall memory. Techniques used to assess infants' recognition memory include

8277-408: Was expanded with the multimodal episodic buffer ( Baddeley's model of working memory ). The central executive essentially acts as an attention sensory store. It channels information to the three component processes: the phonological loop, the visuospatial sketchpad, and the episodic buffer. The phonological loop stores auditory information by silently rehearsing sounds or words in a continuous loop:

8370-473: Was first described in 1968 by Atkinson and Shiffrin . The multi-store model has been criticised for being too simplistic. For instance, long-term memory is believed to be actually made up of multiple subcomponents, such as episodic and procedural memory . It also proposes that rehearsal is the only mechanism by which information eventually reaches long-term storage, but evidence shows us capable of remembering things without rehearsal. The model also shows all

8463-504: Was followed by an abridged version in the September 10, 1945 issue of Life magazine, accompanied by fanciful illustrations of the proposed memex desk and other devices Bush projected. Bush also discussed other technologies such as dry photography and microphotography where he elaborates on the potentialities of their future use. For example, Bush states in his essay that: The combination of optical projection and photographic reduction

8556-417: Was thought that without the hippocampus new memories were unable to be stored into long-term memory and that there would be a very short attention span , as first gleaned from patient Henry Molaison after what was thought to be the full removal of both his hippocampi. More recent examination of his brain, post-mortem, shows that the hippocampus was more intact than first thought, throwing theories drawn from

8649-413: Was unaffected, suggesting a dichotomy between visual and audial memory. In 1974 Baddeley and Hitch proposed a "working memory model" that replaced the general concept of short-term memory with active maintenance of information in short-term storage. In this model, working memory consists of three basic stores: the central executive, the phonological loop, and the visuo-spatial sketchpad. In 2000 this model

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