Changes

{{Project Infobox|Self researchers=User:DG|Related tools=Anki,Spaced Repetition|Related topics=Tools for Cognitive Testing|Related projects=Spaced Listening, Spaced Repetition: A Cognitive QS Method for Knowledge Acquisition}}  

{{Project Infobox|Self researchers=User:DG|Related tools=Anki,Spaced Repetition|Related topics=Tools for Cognitive Testing|Related projects=Spaced Listening, Spaced Repetition: A Cognitive QS Method for Knowledge Acquisition}}  

Flash cards are cards with question on one side and answers on opposite. They are used for memorization<ref>en.wikipedia.org/wiki/Testing_effect</ref>, making explicit<ref>en.wikipedia.org/wiki/Explicit_memory</ref> declarative<ref>en.wikipedia.org/wiki/Declarative_learning</ref> semantic<ref>en.wikipedia.org/wiki/Semantic_memory</ref> memory though the goal of language learning is to make each memory automatic and therefore implicit.<ref>en.wikipedia.org/wiki/Implicit_memory</ref> Several computer apps automated the process and have recorded a lot of data. I expected electronic flashcard data to be useful as a cognitive test, so I started a project to analyze the data that [[Anki]] records. Turns out the project will teach users about learning and allow them to experiment with and optimize their own learning process. All flashcard apps already optimize their student's learning but do not open the process to the user, except [[Piotr Wozniak|Super Memo 18]]. Resulting visualizations also encourage studying by illustrating success in different way than existing apps, similar to gamification.   

Flash cards are cards with question on one side and answers on opposite. They are used for memorization<ref>en.wikipedia.org/wiki/Testing_effect</ref>, making explicit<ref>en.wikipedia.org/wiki/Explicit_memory</ref> (requires effort to remember) declarative<ref>en.wikipedia.org/wiki/Declarative_learning</ref> semantic<ref>en.wikipedia.org/wiki/Semantic_memory</ref> memory though the goal of language learning is to make each memory automatic and therefore implicit.<ref>en.wikipedia.org/wiki/Implicit_memory</ref> Several computer apps automated the process and have recorded a lot of data. I expected electronic flashcard data to be useful as a cognitive test, so I started a project to analyze the data that [[Anki]] records. Turns out the project will teach users about learning and allow them to experiment with and optimize their own learning process. All flashcard apps already optimize their student's learning but do not open the process to the user, except [[Piotr Wozniak|Super Memo 18]]. Resulting visualizations also encourage studying by illustrating success in different way than existing apps, similar to gamification.   

The project is a work in progress and much of the intended functionality is not yet working. I cannot guarantee that each of the goals will be all that useful to the end user. Project will take about ten thousand lines of code to complete, so I expect to burn out a few times before it is done. No AI or LLM was used in the making of this project.     

The project is a work in progress and much of the intended functionality is not yet working. I cannot guarantee that each of the goals will be all that useful to the end user. Project will take about ten thousand lines of code to complete, so I expect to burn out a few times before it is done. No AI or LLM was used in the making of this project.     

===== Time taken to learn a new word =====

===== Time taken to learn a new word =====

If considering only the first session, learning new words in Anki is like cued verbal learning like in the CVLT, a cognitive test. Though in the CVLT<ref>en.wikipedia.org/wiki/California_Verbal_Learning_Test</ref> the cue is much weaker. And verbal learning transfers to other abilities: "There is considerable evidence that verbal learning correlates reasonably strongly with performance in a number of important practical tasks. For instance, verbal learning tests have been demonstrated to be highly correlated with prospective remembering in real life, which means remembering to perform a planned action at the appropriate time [29]."<ref>www.quantified-mind.com/science</ref>

If considering only the first session, learning new words in Anki is like cued verbal learning like in the CVLT, a cognitive test. Though in the CVLT<ref>en.wikipedia.org/wiki/California_Verbal_Learning_Test</ref> the cue is much weaker. And verbal learning transfers to other abilities: "There is considerable evidence that verbal learning correlates reasonably strongly with performance in a number of important practical tasks. For instance, verbal learning tests have been demonstrated to be highly correlated with prospective remembering in real life, which means remembering to perform a planned action at the appropriate time [29]."<ref>www.quantified-mind.com/science</ref> Sever sleep deprivation harms verbal learning.<ref>pubmed.ncbi.nlm.nih.gov/10688201/</ref> Most of time spent on this task may be on short term memory (10 min) and not long term memory (1 day) so the real test would be percent of successful learnings of new words and not speed.

===== Time taken to relearn a forgotten word =====     

===== Time taken to relearn a forgotten word =====