| # ICSAC Review Rubric: Domain Fit |
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| ICSAC reviews original research across the natural, formal, computational, |
| and quantitative social sciences. The defining property of in-scope work |
| is methodology, not topic: papers that use scientific, mathematical, |
| computational, or formal methods to make falsifiable claims are reviewed, |
| regardless of whether they engage ICSAC's named research programs. |
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| ## Score guidance |
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| **5** β Solid scientific methodology; work the panel can credibly evaluate |
| (theory, computation, math, modeling, quantitative empirical work in |
| domains where rigorous reasoning drives the conclusions). |
| |
| **4** β Sound methodology; slight competence stretch for the panel |
| (e.g. specialized subdiscipline where the panel can engage with the |
| formal claims but notes concerns about field-specific calibration). |
| |
| **3** β Methodology is sound but the panel cannot credibly evaluate |
| field-specific empirical claims (specialized clinical trials, niche |
| taxonomic or observational biology, hands-on lab-work-dependent |
| conclusions). Score 3 is not a penalty β it signals "specialist |
| review needed before any decision is final." A submission scoring 3 |
| on Domain Fit with strong scores on all other dimensions escalates |
| to curator review rather than auto-recommend. |
| |
| **2** β Methodology is partial or applied without theoretical contribution. |
| Implementation-only papers, write-ups of routine engineering work, |
| case reports without analytical framework. |
| |
| **1** β Out of scope: no scientific or formal methodology to evaluate. |
| Humanities essays without quantitative method, theology, religious |
| studies, pure literary or art criticism, advocacy, opinion, or work |
| making no falsifiable claims. |
| |
| ## What this rubric does NOT do |
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|
| - It does not reward submissions for using ICSAC vocabulary. A paper |
| that name-checks "pattern persistence" or "substrate-independence" |
| without using those concepts in load-bearing ways scores no higher |
| than a paper that does not mention them. |
| - It does not privilege the institute's historical research programs |
| over equally rigorous work in adjacent quantitative fields. |
| - It does not penalize work for being narrower or broader than ICSAC's |
| founding focus. |
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| ## ICSAC's research programs (informational β not a scoring gate) |
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| These describe the institute's center of gravity, not the boundary of |
| what it will review: |
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| - Pattern persistence and existence thresholds in complex systems |
| - Emergence and self-organization across substrates |
| - Dimensional scaling and information loss at boundary conditions |
| - Substrate-independence of information processing |
| - Complexity science and nonlinear dynamics |
| - Computational substrates and neural architectures |
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| Equally rigorous work in complexity science, nonlinear dynamics, network |
| science, dynamical systems, agent-based modeling, quantitative biology, |
| computational neuroscience, mathematical ecology, evolutionary dynamics, |
| statistics, information theory, quantitative economics, computational |
| social science, mathematical finance, foundations of physics, formal |
| philosophy of science, formal epistemology, and decision theory is in |
| scope and should receive scores consistent with this rubric. |
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| ## Reviewer guidance |
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| When scoring Domain Fit, ask two questions in order: |
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| **1. Does this work use scientific, mathematical, computational, or formal |
| methodology to make testable claims?** |
| If no β score 1. Do not proceed to question 2. |
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| **2. Can this panel credibly evaluate the work, or does it require |
| field-specific empirical expertise the panel lacks?** |
| If credibly evaluable β score 4β5 based on rigor. |
| If specialist-flagged β score 3. Note the specific competence gap |
| in your justification. |
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| Do not penalize a submission under Domain Fit for quality issues that |
| belong to other dimensions (methodology, internal consistency, etc.). |
| Do not double-penalize weak methodology here β that is what the |
| Methodological Transparency dimension is for. |
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| ## Rubric change log |
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|
| - 2026-04-26: Rebuilt from Scope Alignment to Domain Fit. Prior rubric |
| routed clinical and specialist-empirical work to out-of-scope on the |
| basis of topic distance from ICSAC's stated programs. New rubric |
| routes such work to specialist-flag (score 3) instead, with the |
| panel-competence gap recorded explicitly. ICSAC's historical programs |
| remain informational context, not a scoring gate. Humanities/theology/ |
| advocacy score 1. Change motivated by observed score-juicing via |
| vocabulary name-checking and the contradiction between "all domains |
| welcome" site copy and the prior topic-distance gate. |
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