{"schema_version":1,"research_id":"eoa_inverse_innovation_exp06_external_evaluation_20260803","source_assessment_id":"predictive_residual_processing__religious_studies_theology:P3:v0","cell_id":"predictive_residual_processing__religious_studies_theology","search_queries":["interreligious dialogue misunderstanding terminology shared language empirical study","interfaith dialogue glossary terminology misunderstanding participants","interreligious dialogue guidelines identity power asymmetry evaluation","scriptural reasoning practice disagreement interfaith dialogue official","site:academic.oup.com interreligious dialogue empirical participants misunderstanding","site:cambridge.org interreligious dialogue power asymmetry empirical","interfaith dialogue evaluation study participant outcomes qualitative research","interreligious dialogue semantic misunderstanding glossary concept mapping research","interreligious dialogue method paraphrase speaker validates understanding","interfaith dialogue repeat back what heard paraphrase method","dialogue institute mutual understanding paraphrase interfaith facilitator","interreligious dialogue concept maps participant definitions","site:berghof-foundation.org \"Controlled dialogue\" paraphrasing mirroring religion","site:berghof-foundation.org \"Peace Education Meets Religion\""],"sources":[{"source_id":"S1","title":"Concepts Glossary","publisher":"UNESCO e-Platform on Intercultural Dialogue","url":"https://www.unesco.org/interculturaldialogue/en/concept-glossary","source_class":"OFFICIAL_GUIDANCE","publication_date":"2023-04-20","accessed_at":"2026-08-03","claims_supported":["Context strongly affects interpretation, and the same behavior can mean different things across cultural groups.","Utterances contain implicit assumptions; intercultural competence requires making them explicit.","Translation and multilingualism matter, and concepts may require extended description across languages.","Boundary objects can retain enough meaning across contexts to support discussion of differently defined concepts."]},{"source_id":"S2","title":"Exploring Participant Experience of Interfaith Dialogue: A Case Study on Encounters with the Religious Other","publisher":"ERIC / ProQuest LLC","url":"https://eric.ed.gov/?id=ED548300","source_class":"PRIMARY_RESEARCH","publication_date":"2012","accessed_at":"2026-08-03","claims_supported":["A qualitative case study examined observations, interviews, documents, and cross-case comparisons involving 25 interfaith-dialogue participants.","The study found that the construct of religion can itself obstruct dialogue and that equal-term collaboration is important.","The study reported that the deepest learning often occurred informally rather than in structured dialogue, cautioning against assuming that additional structure improves understanding."]},{"source_id":"S3","title":"Assessing the Effectiveness of Interfaith Initiatives","publisher":"UNESCO e-Platform on Intercultural Dialogue","url":"https://www.unesco.org/interculturaldialogue/en/interculturaldialogue/good-practices/assessing-effectiveness-interfaith-initiatives","source_class":"OFFICIAL_ORGANIZATION_DATA","publication_date":"","accessed_at":"2026-08-03","claims_supported":["The Woolf Institute, Georgetown University Qatar, and Doha International Center for Interfaith Dialogue conducted a three-year comparative ethnographic project in Delhi, Doha, and London.","The project used participant observation and interviews with practitioners, religious leaders, scholars, officials, policymakers, and laypeople.","Established institutions and funders invest in evaluating interfaith initiatives, identifying a credible research and adoption ecosystem."]},{"source_id":"S4","title":"What is Dialogue?","publisher":"International Dialogue Centre – KAICIID","url":"https://www.kaiciid.org/who-we-are/what-is-dialogue","source_class":"OFFICIAL_GUIDANCE","publication_date":"","accessed_at":"2026-08-03","claims_supported":["KAICIID identifies overcoming misunderstandings and clarifying both similarities and differences as central dialogue objectives.","KAICIID is an identifiable interreligious-dialogue institution that supplies dialogue tools and could credibly host or authorize a bounded methodology study.","Interreligious dialogue is framed as trust-building rather than conversion or debate."]},{"source_id":"S5","title":"Dialogue Principles","publisher":"Dialogue Institute and Journal of Ecumenical Studies","url":"https://dialogueinstitute.org/dialogue-principles/","source_class":"OFFICIAL_GUIDANCE","publication_date":"","accessed_at":"2026-08-03","claims_supported":["Established interreligious-dialogue principles already require participants to describe themselves and require a listener's description-back to be recognizable to the described party.","The principles require reciprocal learning, equality, trust, attention to intra-religious diversity, and avoidance of preconceived disagreement boundaries.","Speaker-controlled paraphrase validation is therefore established practice rather than a novel core mechanism."]},{"source_id":"S6","title":"Dialogue and Difficult Issues","publisher":"Inter Faith Network for the UK","url":"https://www.interfaith.org.uk/resources/dialogue-and-difficult-issues","source_class":"OFFICIAL_GUIDANCE","publication_date":"2024","accessed_at":"2026-08-03","claims_supported":["Difficult interfaith dialogue requires explicit scope, facilitation, expertise, time, confidentiality, recording rules, and breakdown plans.","The guidance warns against assumptions about what matters to others and requires equitable treatment and participant satisfaction with summaries.","These practices overlap with the proposal's scoping, consent, fallback, and participant-validation controls."]},{"source_id":"S7","title":"Guidelines for Dialogue and Relations with People of Other Religions","publisher":"World Council of Churches","url":"https://oikoumene.org/resources/documents/guidelines-for-dialogue-and-relations-with-people-of-other-religions","source_class":"OFFICIAL_GUIDANCE","publication_date":"2002","accessed_at":"2026-08-03","claims_supported":["Interreligious dialogue faces suspicion, differing expectations, intra-religious disagreement, and distorted mutual perceptions.","Religious communities are not monolithic, and their internal plurality should not be suppressed.","Uneven power relations and numerical disparities must be recognized explicitly.","Dialogue should respond to context rather than conform to a single preset hierarchy or model."]},{"source_id":"S8","title":"Peace Education Meets Religion: A Manual for Multipliers","publisher":"Berghof Foundation","url":"https://berghof-foundation.org/library/peace-education-meets-religion-manual","source_class":"OFFICIAL_GUIDANCE","publication_date":"2021-09-23","accessed_at":"2026-08-03","claims_supported":["An established practitioner manual already offers 18 facilitated peace-education methods for use within and between religious communities.","Faith-based multipliers and institutions are identifiable implementers of structured dialogue methods.","The existence of training, facilitator guidance, and multilingual resources supports basic workflow feasibility while showing a crowded practice landscape."]}],"problem_evidence":{"support":"STRONG","rationale":"Official guidance directly documents context-dependent meaning, implicit assumptions, translation difficulty, intra-tradition plurality, power asymmetry, and the need to overcome misunderstandings. Primary qualitative research also shows that even the category of religion can obstruct dialogue. What remains unmeasured is the candidate's narrower prevalence claim: how often repeated technical terms cause consequential reconstruction errors or consume enough dialogue time to justify compression.","source_ids":["S1","S2","S4","S6","S7"]},"stakeholder_evidence":{"support":"MODERATE","rationale":"KAICIID, the Woolf/Georgetown/DICID research collaboration, Berghof Foundation, faith-based multipliers, and dialogue facilitators are identifiable adopters, authorizers, funders, or study partners with expressed needs for better dialogue, evaluation, and methods. None expresses demand for this particular versioned residual protocol, so stakeholder pull is credible but indirect.","source_ids":["S3","S4","S8"]},"prior_art":{"proximity":"SUBSTANTIAL_COLLISION","closest_analogues":[{"name":"Dialogue Institute description-back principle","similarity":"Already gives the speaker authority to describe their own position and requires the listener's paraphrase to be recognizable to that speaker—the proposed fidelity endpoint.","remaining_difference":"It does not maintain versioned participant-specific profiles, suppress repeated content, transmit structured residuals, or conduct randomized raw-context audits.","source_ids":["S5"]},{"name":"Inter Faith Network difficult-dialogue workflow","similarity":"Already specifies bounded topics, facilitation, language expertise, confidentiality, recording clearance, equitable participation, fallback planning, avoidance of assumptions, and participant-approved summaries.","remaining_difference":"It relies on ordinary full dialogue and ad hoc clarification rather than pre-turn prediction, residual encoding, model synchronization, and quantified reconstruction testing.","source_ids":["S6"]},{"name":"Berghof facilitated peace-education methods","similarity":"Provides a mature, multilingual collection of structured methods and facilitator guidance for religiously diverse groups.","remaining_difference":"The publication does not establish a persistent speaker-specific predictive meaning state or demonstrate that residual-only clarification improves efficiency without fidelity loss.","source_ids":["S8"]},{"name":"UNESCO boundary-object and intercultural-competence approach","similarity":"Makes implicit assumptions explicit and uses shared representational objects to discuss concepts whose meanings vary across contexts.","remaining_difference":"It does not treat a participant-authored representation as a synchronized predictor or transmit only model-relative semantic changes.","source_ids":["S1"]}],"distinctive_claim_remaining":"Against ordinary facilitated dialogue and a fixed glossary plus speaker-validated teach-back, a scoped, versioned, participant-controlled expectation-plus-residual protocol will reduce total clarification time while remaining non-inferior on speaker-rated reconstruction fidelity, practical-implication accuracy, confidence calibration, protected-content bypass recall, and equity across participants. The claim fails if maintenance and audit costs erase time savings, any mandatory bypass is missed, fidelity is worse, false confidence rises, or errors concentrate on a participant, language, or less powerful interpretive position.","confidence":"HIGH"},"implementation_evidence":{"support":"MODERATE","rationale":"Term cards, versions, structured comparisons, acknowledgements, access controls, full-context links, and audit sampling are technically straightforward, and structured facilitated dialogue is established. The hard parts are semantic and institutional: reliable participant-authored profiles, consent changes, restricted material, translation uncertainty, power-sensitive facilitation, independent review, and deciding what may remain implicit. No source demonstrates the complete workflow or validates residual compression in live interreligious dialogue.","source_ids":["S4","S5","S6","S7","S8"]},"scores":{"meaningful_impact":{"score":3,"rationale":"Misunderstanding, false equivalence, and suppressed plurality matter, but the proposed deployment is narrow and realized effects on dialogue quality or downstream relations are unmeasured.","source_ids":["S1","S4","S7"]},"stakeholder_pull":{"score":3,"rationale":"Several credible institutions fund, study, train, and host interfaith dialogue, but no direct demand for this protocol was found.","source_ids":["S3","S4","S8"]},"incremental_advantage":{"score":2,"rationale":"Speaker-controlled description-back, facilitation, participant-approved summaries, and structured methods already exist; only the persistent residual architecture remains to prove an advantage.","source_ids":["S5","S6","S8"]},"distinctiveness_plausibility":{"score":2,"rationale":"Versioned participant-specific profiles, residual-only reuse, synchronization, raw-context audits, and automatic fallback form a distinguishable combination, but bounded search did not establish that the combination is unprecedented or useful.","source_ids":["S1","S5","S6"]},"technical_implementability":{"score":3,"rationale":"A tabletop artifact can be built with ordinary forms and version control, but meaningful semantic comparison and protected-content routing remain human-intensive and context-dependent.","source_ids":["S6","S8"]},"adoption_authority_feasibility":{"score":3,"rationale":"Speakers, facilitators, ethics reviewers, and community stewards can divide authority as proposed, but multi-party consent, withdrawal, restricted language, and unequal representation require local authorization.","source_ids":["S6","S7"]},"evidence_readiness":{"score":2,"rationale":"The general problem and adjacent methods are documented, but there is no intervention-specific evidence on prevalence, fidelity, time savings, bypass reliability, equity, or participant pressure.","source_ids":["S1","S2","S3","S5"]},"safety_net_benefit":{"score":3,"rationale":"Speaker authority, full-context access, mandatory bypasses, raw review, and immediate fallback could improve safeguards, but they have not been tested and the predictive profile may itself anchor interpretation or freeze contested meanings.","source_ids":["S6","S7"]},"scalability":{"score":2,"rationale":"Profiles are speaker-, topic-, language-, and session-specific; authoring, translation, consent, facilitation, audits, and expiry management may grow faster than the saved clarification time.","source_ids":["S1","S6","S7","S8"]}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"10K_TO_50K","scope":"One nonpublic tabletop study with six participants, twelve frozen claim profiles, counterbalanced comparators, compensated facilitation, language support, ethics preparation, independent fidelity review, analysis, and secure artifact handling.","confidence":"LOW","assumptions":["Existing meeting and survey tools are used.","No sensitive or restricted source material is included.","Participants and reviewers receive professional honoraria.","The estimate is resource-equivalent, not a sourced vendor quote."],"source_ids":["S3","S6","S8"]},"initial_deployment_startup":{"band_2026_usd":"50K_TO_250K","scope":"Design and validation of a reusable protocol, secure versioned term-card system, consent and access model, facilitator training, translation workflow, audit procedures, and governance documentation for one institution.","confidence":"LOW","assumptions":["A lightweight web application is sufficient.","No automated theological inference or custom foundation model is built.","Institutional privacy, ethics, accessibility, and security review are included.","The estimate is resource-equivalent and lacks external price validation."],"source_ids":["S6","S7","S8"]},"operational_launch":{"band_2026_usd":"50K_TO_250K","scope":"A first multi-session deployment for several bounded working groups, including onboarding, profile authoring, facilitation, translation advice, independent audits, monitoring, support, and evaluation.","confidence":"LOW","assumptions":["Deployment remains nonpublic and research-oriented.","Human validation is required for every model update.","Protected-content fallback uses existing secure institutional systems.","The number of languages and restricted-content regimes remains small."],"source_ids":["S3","S6","S8"]},"annual_recurring":{"band_2026_usd":"50K_TO_250K","scope":"Per-institution annual operation covering facilitation, participant re-consent, profile expiry and updates, language advisors, independent fidelity audits, secure storage, incident response, training refresh, and evaluation.","confidence":"LOW","assumptions":["Activity is limited to a small portfolio of working groups.","The system does not become a general-purpose repository of sacred or personal testimony.","Most cost is expert labor rather than compute.","The range excludes litigation, major breach response, and multinational regulatory compliance."],"source_ids":["S6","S7","S8"]}},"verified_pipeline_gates":{"externally_supported_problem":{"status":"YES","reason":"Independent official and primary sources document intercultural misunderstanding, context-sensitive meaning, implicit assumptions, translation difficulty, intra-religious plurality, and power asymmetry.","source_ids":["S1","S2","S4","S7"]},"externally_credible_adopter_or_authorizer":{"status":"YES","reason":"KAICIID, interfaith research collaborations, Berghof Foundation, dialogue facilitators, faith-based multipliers, and institutional ethics or community stewards are credible hosts or authorizers, although none has endorsed this protocol.","source_ids":["S3","S4","S8"]},"distinct_testable_incremental_claim":{"status":"YES","reason":"The residual protocol can be compared with ordinary facilitated dialogue and fixed-glossary teach-back on total time, speaker-rated fidelity, implication accuracy, confidence calibration, bypass recall, and participant-level disparities.","source_ids":["S5","S6"]},"bounded_next_evidence_step":{"status":"YES","reason":"A small, nonpublic, counterbalanced tabletop study using participant-authored synthetic or nonrestricted claims is bounded in participants, items, conditions, outcomes, and stopping rules.","source_ids":["S3","S6","S8"]},"no_unresolved_safety_or_authority_stop":{"status":"UNCERTAIN","reason":"The candidate articulates authority and rollback rules, but no evidence establishes that profiles avoid anchoring, coercive consensus, restricted-content exposure, misrepresentation, or systematic asymmetry. These require live participant testing and ethics review.","source_ids":["S1","S6","S7"]},"credible_cost_scope_and_range":{"status":"UNCERTAIN","reason":"Scopes and resource drivers can be bounded, but no direct 2026 price evidence was found; all bands are low-confidence resource-equivalent estimates.","source_ids":["S3","S6","S8"]}},"next_evidence_step":"With ethics approval, recruit six consenting scholars or practitioners for a nonpublic tabletop on one bounded concept. Each authors two nonrestricted claim profiles and prohibited-compression rules. Freeze twelve profiles and create twelve later uses, half unchanged and half containing author-specified changes. Use a counterbalanced Latin-square assignment across three comparators: ordinary facilitated full clarification, fixed glossary plus speaker-validated teach-back, and the versioned expectation-plus-residual protocol; no participant evaluates the same item twice. Require listener paraphrases, uncertainty ratings, and practical-implication judgments, with originating speakers as fidelity authorities. Independently review a random full-context sample and every protected or low-confidence item. Measure end-to-end time including profile maintenance and audits, speaker-rated fidelity, false equivalence/disagreement, implication accuracy, calibration, clarification turns, bypass recall, fallback use, participant pressure, and participant-level disparities. Falsify the incremental claim if any mandatory bypass is missed; residual processing is inferior to either comparator on a preregistered fidelity margin; total time is not reduced after overhead; confidence rises without accuracy; or errors/pressure are systematically worse for any participant, language, or interpretive position.","blocking_evidence":["No direct measurement shows that repeated definitions are a binding time cost in the proposed scholarly setting.","No live evidence shows that recurring meanings are predictable enough for residual representation.","No comparative evidence shows advantage over fixed glossary plus speaker-validated teach-back, which already captures much of the claimed mechanism.","No evidence validates protected-content classifiers, version/fallback behavior, or independent-audit sampling rates.","No evidence establishes equitable performance across languages, traditions, institutional power levels, or non-propositional forms of meaning.","No direct 2026 cost observations or institutional willingness-to-pay data were found.","No prospective adopter has authorized access to participants, dialogue records, or restricted materials."],"research_disposition":"PARTNERED_RESEARCH_PROGRAM","world_novelty_boundary":"The search establishes neither world novelty nor absence of equivalent unpublished, local, non-English, commercial, or patent-described systems. Patentability, freedom to operate, market size, realized impact, and comprehensive prior-art coverage remain unmeasured. The defensible boundary is narrower: speaker-recognizable paraphrase, participant-controlled self-description, facilitated clarification, participant-approved summaries, and structured interreligious dialogue are established; bounded search did not find direct evidence for the complete versioned semantic-residual, synchronization, raw-audit, and fallback architecture.","arm":"COMPLETE_PROPOSAL_PORTFOLIO","candidate_version":0,"controller_recommendation":{"action":"STOP_EMPIRICAL_RESEARCH_NEEDED","repairable":false,"material_progress_observed":true,"progress_targets":["Pre-register fidelity, time, calibration, equity, bypass, and stopping thresholds before participant exposure.","Demonstrate non-inferior speaker-rated fidelity versus both ordinary full clarification and fixed-glossary teach-back.","Demonstrate positive net time savings after profile authoring, validation, audit, synchronization, and fallback costs.","Achieve zero mandatory-bypass misses in the tabletop and document every fallback trigger.","Show no material participant-, language-, or power-linked disparity in errors, clarification burden, or reported pressure.","Obtain explicit ethics, speaker, facilitator, and community-steward authorization for any subsequent live-dialogue test.","Replace low-confidence cost bands with observed labor hours and institutional resource data from the tabletop."],"reason":"Web evidence confirms a meaningful communication problem and credible institutional hosts, but the proposal substantially collides with established speaker-validated paraphrase and facilitated-dialogue practices. Its remaining advantage—safe, equitable time savings from versioned residual representation—cannot be resolved by further bounded web search; it requires controlled participant fieldwork and live workflow testing."},"proposal_index":3}