Welcome to the DNA puzzles, Citizen Science Lab!https://dnapuzzles.org/https://dnapuzzles.org/blog/a-look-back-and-a-look-ahead-on-citizen-science/https://dnapuzzles.org/blog/a-look-back-and-a-look-ahead-on-citizen-science/Community-submitted Borderlands Science solutions power a multi-step realignment pipeline that refines biological sequence alignments through filtering, consensus mapping, progressive alignment, and post-processing.Tue, 14 May 2024 04:00:00 GMThttps://dnapuzzles.org/blog/too-many-to-count-fl4k-the-beastmaster/https://dnapuzzles.org/blog/too-many-to-count-fl4k-the-beastmaster/Community-submitted Borderlands Science solutions power a multi-step realignment pipeline that refines biological sequence alignments through filtering, consensus mapping, progressive alignment, and post-processing.Sun, 05 May 2024 04:00:00 GMThttps://dnapuzzles.org/blog/when-borderlands-science-meets-project-discovery/https://dnapuzzles.org/blog/when-borderlands-science-meets-project-discovery/Recaps citizen science milestones in Iceland, highlights new Project Discovery results and future phases, and reflects on the meeting of Project Discovery and Borderlands Science at major gaming eventsMon, 13 Nov 2023 05:00:00 GMThttps://dnapuzzles.org/blog/insights-from-how-humans-play-borderlands-science-2/https://dnapuzzles.org/blog/insights-from-how-humans-play-borderlands-science-2/Explores using reinforcement and imitation learning to learn successful player strategies and predict human-like puzzle moves from Borderlands Science dataThu, 07 Apr 2022 04:00:00 GMThttps://dnapuzzles.org/blog/insights-from-how-humans-play-borderlands-science/https://dnapuzzles.org/blog/insights-from-how-humans-play-borderlands-science/Explores common player-solving patterns, compares human strategies with algorithmic ones, and shows how gameplay behavior may help improve future alignment methodsThu, 09 Dec 2021 05:00:00 GMThttps://dnapuzzles.org/blog/how-to-know-these-puzzles-are-right-for-you/https://dnapuzzles.org/blog/how-to-know-these-puzzles-are-right-for-you/Explains how Borderlands Science generates and filters playable puzzles, optimizes a greedy scoring algorithm, and still relies on human players because algorithmic solutions are limited and biasedWed, 29 Sep 2021 04:00:00 GMThttps://dnapuzzles.org/blog/would-you-like-to-know-more/https://dnapuzzles.org/blog/would-you-like-to-know-more/Recaps major project updates, including a documentary, 2 million Borderlands Science participants, a Webby award for Project Discovery, and several public talks and community eventsTue, 25 May 2021 04:00:00 GMThttps://dnapuzzles.org/blog/using-puzzle-solutions-to-aerate-alignments/https://dnapuzzles.org/blog/using-puzzle-solutions-to-aerate-alignments/Shows how player solutions help “aerate” DNA alignments by adding better-placed gaps, improving sequence organization, and guiding ongoing puzzle generation toward unclear regionsTue, 09 Feb 2021 05:00:00 GMThttps://dnapuzzles.org/blog/towards-a-first-takeaway-from-borderlands-science-phase-1/https://dnapuzzles.org/blog/towards-a-first-takeaway-from-borderlands-science-phase-1/Summarizes Phase 1 data processing, explains how millions of player votes are turned into consensus DNA alignments, and shows broad coverage across puzzle types and sequence regionsTue, 15 Dec 2020 05:00:00 GMThttps://dnapuzzles.org/blog/not-all-mutations-are-equal/https://dnapuzzles.org/blog/not-all-mutations-are-equal/Explains why some DNA regions mutate more than others, why perfect alignments are hard to define, and how player patterns help reveal biologically informative differencesTue, 01 Sep 2020 04:00:00 GMThttps://dnapuzzles.org/blog/from-phylo-to-borderlands-science/https://dnapuzzles.org/blog/from-phylo-to-borderlands-science/Traces Borderlands Science back to Phylo, compares their scientific goals and scale, and shows how years of citizen-science design evolved into a more accessible gameMon, 17 Aug 2020 04:00:00 GMThttps://dnapuzzles.org/blog/decoding-player-submissions-identifying-the-best-answers-without-knowing-the-right-answer/https://dnapuzzles.org/blog/decoding-player-submissions-identifying-the-best-answers-without-knowing-the-right-answer/Explains how Borderlands Science identifies strong player solutions using Pareto optimality, balancing score gains against gap use when no single perfect answer existsWed, 08 Jul 2020 04:00:00 GMThttps://dnapuzzles.org/blog/what-weve-been-up-to-and-what-is-coming-for-borderlands-science/https://dnapuzzles.org/blog/what-weve-been-up-to-and-what-is-coming-for-borderlands-science/Reports huge early participation, compares Borderlands Science scale to Phylo, shows players consistently improve puzzle scores, and previews analysis plus more advanced future puzzlesSun, 07 Jun 2020 04:00:00 GMThttps://dnapuzzles.org/blog/borderlands-science-update-a-peek-at-the-data/https://dnapuzzles.org/blog/borderlands-science-update-a-peek-at-the-data/Shares early Borderlands Science data, shows players often improve on computer alignments, highlights useful variation across human solutions, and previews progress toward Phase 2Thu, 07 May 2020 04:00:00 GMThttps://dnapuzzles.org/blog/am-i-really-helping-by-playing-borderlands-science/https://dnapuzzles.org/blog/am-i-really-helping-by-playing-borderlands-science/Explains how Borderlands Science puzzles help align bacterial DNA, why human solutions matter, how scores and gaps work, and how player strategies can train future AIMon, 13 Apr 2020 04:00:00 GMThttps://dnapuzzles.org/blog/bls-live/https://dnapuzzles.org/blog/bls-live/Released Borderlands Science in Borderlands 3, launched with Gearbox/MMOS/Microsetta collaboration, players can help microbiome research through gameplayTue, 07 Apr 2020 04:00:00 GMT