Turns a theory into falsifiable, pre-registerable hypotheses: DGP and DAG, identification, estimands, SESOIs, test choice among NHST, equivalence, and minimum-effect tests, scope conditions, and hypothesis tiers. Use when converting a research question into testable predictions or predicting a null.
日本語の概要は準備中です。原文の説明を表示しています。
scdenney/open-science-skills☆ 652026年10月8日 更新
Draft a referee report on someone else's manuscript for a journal editor, using five adversarial finders, a Blue Team error filter, a Chief Reviewer synthesis, and a Tone Guard legal pass. Use when the user has been asked to referee a manuscript; self-audits go to paper-review-lite or presubmit, author responses to referee-response.
日本語の概要は準備中です。原文の説明を表示しています。
scdenney/open-science-skills☆ 652026年10月8日 更新
Builds or audits a literature review: evidence map, closest prior work, gap verdict, and synthesis plan. Use to check whether a contribution is novel, map what a literature establishes, or organize a review; systematic reviews get a protocol scaffold.
日本語の概要は準備中です。原文の説明を表示しています。
scdenney/open-science-skills☆ 652026年10月8日 更新
Reads a model's own uncertainty from token log-probabilities: collecting and aggregating label logprobs, confidence tiers and margins for triage, calibration against human labels (ECE, Brier, reliability diagrams), downstream use, and reproducibility. Use for per-item classifier confidence or routing low-confidence cases to human review; codebook and validation design go to text-classification.
日本語の概要は準備中です。原文の説明を表示しています。
scdenney/open-science-skills☆ 652026年10月8日 更新
Audit a methods section against a 45-item checklist drawn from the APSA Experimental Section rubric, JARS-Quant, CONSORT, and DA-RT. Use before submission or archiving, or to document a pre-analysis-plan deviation.
日本語の概要は準備中です。原文の説明を表示しています。
scdenney/open-science-skills☆ 652026年10月8日 更新
Run one consequential, contestable decision through a deliberative committee of GPT-6 Astra and Claude Opus, chaired by fable (default), astra, opus, or sol. Not for factual lookups, brainstorming, routine implementation, independent-coder reliability, or final professional judgment. Use when several options are defensible and the two model families should propose, critique, revise, and cross-rank under a predeclared rubric.
日本語の概要は準備中です。原文の説明を表示しています。
scdenney/open-science-skills☆ 652026年10月8日 更新
Drafts or audits a scientific paper's introduction: real-world motivation, evidence audit, theory-to-if-then funnel with a named estimand, bridges across experiments, and calibrated contributions. Use to write, frame, or critique an introduction.
日本語の概要は準備中です。原文の説明を表示しています。
scdenney/open-science-skills☆ 652026年10月8日 更新
Orchestrate complex work from an active gpt-6-astra or gpt-6.1-sol Codex session. The detected lead owns decomposition, integration, and verification; Astra keeps the hardest reasoning in the lead, while Sol escalates unusually difficult units to Astra. Both route bounded work to Sol at medium effort, mechanical work to Luna, and can use a cross-vendor Claude peer. Not for routine single-context work. Use when the user explicitly asks to orchestrate, delegate, fan out, parallelize, assign subagents, obtain independent checks, or have Codex act as tech lead.
日本語の概要は準備中です。原文の説明を表示しています。
scdenney/open-science-skills☆ 652026年10月8日 更新
Turns dictated captures in a deliverable's inbox/ into a proposed planning-wiki diff, classifying and tracing each statement; decisions need the author's assent. Use to intake notes or process the inbox.
日本語の概要は準備中です。原文の説明を表示しています。
scdenney/open-science-skills☆ 652026年10月8日 更新
Writes or reviews a pre-analysis plan before data collection: registry choice (OSF, AEA, AsPredicted, registered reports), locked models and decision rules, code run on simulated data, contingencies, and deviation records. Use when drafting or auditing a pre-registration or PAP, choosing a registry, or handling a deviation.
日本語の概要は準備中です。原文の説明を表示しています。
scdenney/open-science-skills☆ 652026年10月8日 更新
Operate or audit a live Qualtrics survey via the v3 APIs without breaking fielding: publish gating, quotas, flow routing, embedded data, panel-vendor redirects, read-back verification, and a read-only pre-fielding audit. Use when publishing or patching a fielding instrument, when a quota counts but never blocks, or before launch.
日本語の概要は準備中です。原文の説明を表示しています。
scdenney/open-science-skills☆ 652026年10月8日 更新
Scaffold or audit a social-science replication package, and audit the manuscript and archived research objects against FAIR. Use when setting up or repairing a package, checking one before submission, or drafting data, code, and materials availability statements. Adapted from Yusaku Horiuchi's replication-package-guide.
日本語の概要は準備中です。原文の説明を表示しています。
scdenney/open-science-skills☆ 652026年10月8日 更新
Interviews a researcher in rounds (idea, design, or defend stage) until no decision in a research idea, design, or draft is left assumed, recommending an answer to each question and writing settled decisions to a file. Use for 'grill me', stress-testing a design, or an idea not yet a design; --plan for software or process plans.
日本語の概要は準備中です。原文の説明を表示しています。
scdenney/open-science-skills☆ 652026年10月8日 更新
Plans a research project as a durable decision map, resolving one design decision per session until the design is defensible and pre-registerable. Use at project start, when a design has more open decisions than one conversation holds, or when planning keeps restarting. Not for running analyses or writing the paper.
日本語の概要は準備中です。原文の説明を表示しています。
scdenney/open-science-skills☆ 652026年10月8日 更新
Designs survey instruments: question wording, scales and index reliability, flow and treatment placement, pretesting, attention and speeding rules, and sensitive questions. Use when writing or revising survey questions, choosing scales, ordering blocks, or planning a pilot.
日本語の概要は準備中です。原文の説明を表示しています。
scdenney/open-science-skills☆ 652026年10月8日 更新