[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M79J9DAH7Z5X7SJYA0S4G5AF":3,"skill-same:01M79J9DAH7Z5X7SJYA0S4G5AF":44},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":16,"categories":17,"keywords":18,"publishedAt":19,"linkOnly":20,"markdownContent":21,"markdownBody":22,"frontMatter":23,"refName":24,"commitSha":25,"skillDirectory":26,"forksCount":14,"repositoryHtmlUrl":27,"repositoryHomepageUrl":6,"ownerHtmlUrl":28,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":29,"install":30,"resources":43},"01M79J9DAH7Z5X7SJYA0S4G5AF","experimental-design",null,"Turn a scientific question into a testable, controlled, and reproducible experiment. Use for hypotheses, controls, power, randomization, blinding, confounders, protocols, and acceptance criteria.","McClain-Thiel\u002FOmniSci","McClain-Thiel","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F26270512?v=4","01M79J6KEGVM49NSQMSWABYZTQ","McClain Thiel","01M79J6KFBH6W8J65XXM22M7N0",1,"Apache-2.0","https:\u002F\u002Fgithub.com\u002FMcClain-Thiel\u002FOmniSci\u002Fblob\u002Fmain\u002Fexamples\u002Fscience\u002Fskills\u002Fexperimental-design\u002FSKILL.md",[],[],"2026-11-15 14:19:17",false,"---\nname: experimental-design\ndescription: Turn a scientific question into a testable, controlled, and reproducible experiment. Use for hypotheses, controls, power, randomization, blinding, confounders, protocols, and acceptance criteria.\n---\n\n# Experimental design\n\nWrite the primary hypothesis and estimand before choosing measurements. Define\nthe experimental unit, biological and technical replicates, primary outcome,\ndecision threshold, and what result would falsify or materially weaken the\nhypothesis.\n\nSpecify positive, negative, vehicle, batch, and process controls as applicable.\nIdentify confounders and decide how randomization, blocking, matching, blinding,\nor covariate adjustment will address them.\n\nBase sample-size reasoning on the smallest effect worth detecting, expected\nvariance, desired power, allocation, and planned analysis. Label heuristic\nsample sizes as heuristics.\n\nPredefine exclusions, stopping rules, missing-data handling, multiplicity, and\nthe analysis plan. Include a pilot when feasibility or variance is too uncertain\nfor a defensible full design.\n\nEnd with a reproducibility checklist: materials and identifiers, protocol\nversion, instrument settings, software\u002Fenvironment, raw-data location, metadata,\nand the artifacts that constitute a successful run.\n","# Experimental design\n\nWrite the primary hypothesis and estimand before choosing measurements. Define\nthe experimental unit, biological and technical replicates, primary outcome,\ndecision threshold, and what result would falsify or materially weaken the\nhypothesis.\n\nSpecify positive, negative, vehicle, batch, and process controls as applicable.\nIdentify confounders and decide how randomization, blocking, matching, blinding,\nor covariate adjustment will address them.\n\nBase sample-size reasoning on the smallest effect worth detecting, expected\nvariance, desired power, allocation, and planned analysis. Label heuristic\nsample sizes as heuristics.\n\nPredefine exclusions, stopping rules, missing-data handling, multiplicity, and\nthe analysis plan. Include a pilot when feasibility or variance is too uncertain\nfor a defensible full design.\n\nEnd with a reproducibility checklist: materials and identifiers, protocol\nversion, instrument settings, software\u002Fenvironment, raw-data location, metadata,\nand the artifacts that constitute a successful run.\n",{"name":5,"description":7},"main","922625532f94df5ec745affe5f52a751e296a2e2","examples\u002Fscience\u002Fskills\u002Fexperimental-design","https:\u002F\u002Fgithub.com\u002FMcClain-Thiel\u002FOmniSci","https:\u002F\u002Fgithub.com\u002FMcClain-Thiel","2026-07-27 00:07:07",{"source":8,"skillName":5,"commands":31,"prompt":41,"zipAvailable":42},[32,35,38],{"tool":33,"command":34},"npx","npx skills add McClain-Thiel\u002FOmniSci --skill experimental-design",{"tool":36,"command":37},"bunx","bunx skills add McClain-Thiel\u002FOmniSci --skill experimental-design",{"tool":39,"command":40},"pnpm","pnpm dlx skills add McClain-Thiel\u002FOmniSci --skill experimental-design","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002FMcClain-Thiel\u002FOmniSci\u002Fblob\u002Fmain\u002Fexamples\u002Fscience\u002Fskills\u002Fexperimental-design\u002FSKILL.md",true,[],[45,52,59,66,71,76],{"skillNo":46,"name":47,"nameZh":6,"description":48,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":49,"categories":50,"keywords":51,"publishedAt":19},"01M79JBP2ZPFXG4NT9M82KX9Q0","deep-research","Research checklist and source-quality guidance for the archer e2e fixture.","https:\u002F\u002Fgithub.com\u002FMcClain-Thiel\u002FOmniSci\u002Fblob\u002Fmain\u002Ftests\u002Fresources\u002Fexamples\u002Farcher\u002Fskills\u002Fdeep-research\u002FSKILL.md",[],[],{"skillNo":53,"name":54,"nameZh":6,"description":55,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":56,"categories":57,"keywords":58,"publishedAt":19},"01M79JBKPHZ40CQ5TM18JMFPKF","pi-e2e-xyz-greet-c4a8d5","Test greeter — pi skills e2e. The unique suffix c4a8d5 appears in the skill name so a string match in the agent's output proves Pi loaded this skill.","https:\u002F\u002Fgithub.com\u002FMcClain-Thiel\u002FOmniSci\u002Fblob\u002Fmain\u002Ftests\u002Fresources\u002Fagents\u002Fpi_skills_none\u002Fskills\u002Fpi-e2e-xyz-greet-c4a8d5\u002FSKILL.md",[],[],{"skillNo":60,"name":61,"nameZh":6,"description":62,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":63,"categories":64,"keywords":65,"publishedAt":19},"01M79JBG2WT8JHFR6R88TEQC8N","pi-e2e-xyz-count-d2f6e1","Test counter — pi skills e2e. The unique suffix d2f6e1 appears in the skill name so a string match in the agent's output proves Pi loaded this skill.","https:\u002F\u002Fgithub.com\u002FMcClain-Thiel\u002FOmniSci\u002Fblob\u002Fmain\u002Ftests\u002Fresources\u002Fagents\u002Fpi_skills_none\u002Fskills\u002Fpi-e2e-xyz-count-d2f6e1\u002FSKILL.md",[],[],{"skillNo":67,"name":54,"nameZh":6,"description":55,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":68,"categories":69,"keywords":70,"publishedAt":19},"01M79JBC5A6FNJY4Q67K60K1PG","https:\u002F\u002Fgithub.com\u002FMcClain-Thiel\u002FOmniSci\u002Fblob\u002Fmain\u002Ftests\u002Fresources\u002Fagents\u002Fpi_skills_list\u002Fskills\u002Fpi-e2e-xyz-greet-c4a8d5\u002FSKILL.md",[],[],{"skillNo":72,"name":61,"nameZh":6,"description":62,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":73,"categories":74,"keywords":75,"publishedAt":19},"01M79JB8QHHYX07H6AWQ1BQ0NJ","https:\u002F\u002Fgithub.com\u002FMcClain-Thiel\u002FOmniSci\u002Fblob\u002Fmain\u002Ftests\u002Fresources\u002Fagents\u002Fpi_skills_list\u002Fskills\u002Fpi-e2e-xyz-count-d2f6e1\u002FSKILL.md",[],[],{"skillNo":77,"name":54,"nameZh":6,"description":55,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":78,"categories":79,"keywords":80,"publishedAt":19},"01M79JB5SKWW13TENDM5MQWP0T","https:\u002F\u002Fgithub.com\u002FMcClain-Thiel\u002FOmniSci\u002Fblob\u002Fmain\u002Ftests\u002Fresources\u002Fagents\u002Fpi_skills_all\u002Fskills\u002Fpi-e2e-xyz-greet-c4a8d5\u002FSKILL.md",[],[]]