{"schema_version":1,"assessment_id":"eoa_inverse_innovation_exp03_opportunity320_20260801","source_experiment_id":"eoa_inverse_innovation_exp03_full320_20260801","cell_id":"invariant_mode_decomposition_design__philosophy","archetype_slug":"invariant_mode_decomposition_design","domain_slug":"philosophy","title":"Mode-targeted review of coupled philosophical commitments","opportunity_summary":"Test whether locally fitted joint-commitment revision modes can help reviewers detect consequential coupled changes earlier than ordinary claim-level review or static argument-network cues. The candidate is well bounded and safety-conscious, but demand, data adequacy, incremental performance, and distinctiveness remain unestablished.","adopter_authorizer":"Potential adopters are philosophy authors, seminar leaders, reviewers, and editors; participating authors authorize data use and withdrawal, reviewers retain assessment authority, and an independent study lead controls stopping and reporting during research.","scores":{"meaningful_impact":{"score":3,"rationale":"Earlier detection of structurally brittle commitment clusters could improve complex philosophical review, but the packet provides no evidence about how prevalent or consequential thesis-by-thesis blindness is."},"stakeholder_pull":{"score":2,"rationale":"The candidate identifies plausible users and affected parties but contains no expressed demand, adoption inquiry, workflow commitment, or evidence that reviewers prioritize this problem."},"incremental_advantage":{"score":3,"rationale":"The proposal makes a direct incremental claim against ordinary review and static argument-network analysis, but neither predictive improvement nor earlier detection has yet been demonstrated."},"distinctiveness_plausibility":{"score":2,"rationale":"Dynamic revision modes differ conceptually from the stated static-network rival, but prior art is explicitly unsearched across computational argumentation, belief revision, and dynamic argument mapping."},"technical_implementability":{"score":2,"rationale":"Encoding commitments and comparing blinded cues is feasible in principle, but fitting a stable transition operator from a small number of comparable revisions faces unresolved dimensionality, conditioning, coder-dependence, and identifiability problems."},"adoption_authority_feasibility":{"score":4,"rationale":"Consent, withdrawal, reviewer authority, independent stopping authority, prohibited uses, and rollback are explicitly assigned; broader editorial or institutional authorization is not yet specified."},"evidence_readiness":{"score":3,"rationale":"The packet supplies a preregistrable comparison, held-out testing, rival methods, and explicit falsifiers, but lacks a justified state dimension, operator class, information threshold, reliability rule, and identifiability demonstration."},"safety_net_benefit":{"score":4,"rationale":"The cue is designed as a reversible supplement to ordinary reason-responsive review and could expose coupled revisions missed by claim-level attention, with residual evidence retained and automated verdicts prohibited."},"scalability":{"score":2,"rationale":"Specialized coding, author-specific vocabularies, reflexive behavior, genre restrictions, and the requirement for local refitting limit transfer; no evidence establishes reproducibility across topics, coders, or traditions."}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"50K_TO_250K","scope":"Design and execute one preregistered offline pilot using 12 consented or synthetic cases, including state construction, duplicate coding, simulation-based identifiability analysis, three-way cue comparison, residual review, and reporting.","confidence":"LOW","assumptions":["Cases can be obtained without purchasing a large proprietary corpus.","A small interdisciplinary team can complete coding and analysis within one topic and genre.","No live decision integration or production software is included.","Specialist philosophical and quantitative labor is included as resource-equivalent cost."]},"initial_deployment_startup":{"band_2026_usd":"250K_TO_1M","scope":"Prepare a research-validated system for limited use in one consenting review or seminar program, including software hardening, coding protocols, governance, training, privacy controls, and additional validation.","confidence":"LOW","assumptions":["The pilot first shows advantage over both comparators.","Deployment remains nonbinding and confined to a declared genre.","Human coding and residual inspection remain necessary.","Institutional legal and ethics review is moderate rather than unusually complex."]},"operational_launch":{"band_2026_usd":"250K_TO_1M","scope":"Launch across several consenting cohorts within a narrow philosophical topic or genre, with onboarding, quality assurance, monitoring, independent evaluation, and rollback capability.","confidence":"LOW","assumptions":["No public ranking or automated philosophical assessment is introduced.","Comparable revision records can be collected under consistent consent terms.","Each new setting requires calibration but not a complete technical rebuild.","The range excludes field-wide or cross-tradition deployment."]},"annual_recurring":{"band_2026_usd":"250K_TO_1M","scope":"Operate and monitor a limited multi-cohort program, including coding, model refitting, participant support, audits, residual review, drift checks, governance, and outcome evaluation.","confidence":"LOW","assumptions":["Human expert review remains the principal recurring expense.","Models require local refitting as topics, vocabularies, or practices change.","Usage stays limited to research-support cues rather than consequential automated decisions.","Costs could fall with validated coding tools but no such efficiency is established."]}},"research_burden":"HIGH","earliest_credible_horizon":"3_TO_12_MONTHS","pipeline_gates":{"recognizable_externally_supportable_problem":{"status":"YES","reason":"The sealed candidate describes an independently recognizable failure mode: isolated thesis review can miss revisions propagating through coupled premises, distinctions, and conclusions."},"identifiable_adopter_or_authorizer":{"status":"YES","reason":"Authors, reviewers, editors, and seminar participants are identifiable users, while authors, reviewers, and an independent study lead have explicitly separated consent, assessment, and stopping authority."},"distinct_testable_incremental_claim":{"status":"YES","reason":"The candidate tests whether mode-guided cues improve held-out revision prediction and earlier detection relative to both ordinary claim-level review and static argument-network cues."},"bounded_next_evidence_step":{"status":"YES","reason":"A blinded, preregistered, nonbinding 12-case pilot within one topic and genre is specified, with training and held-out cases, two comparators, failure thresholds, and rollback."},"no_unresolved_safety_or_authority_stop":{"status":"YES","reason":"The proposed first step is consent-based and reversible, retains human philosophical authority, excludes automated verdicts and public ranking, and supplies explicit halt conditions."},"implementation_cost_scope_and_range":{"status":"UNCERTAIN","reason":"The candidate bounds the pilot conceptually but does not specify state dimension, coding effort, data-access burden, operator complexity, staffing, software requirements, or later deployment scale, so implementation ranges remain assumption-sensitive."}},"blocking_evidence":["No evidence establishes that comparable revision episodes are available in sufficient quantity and quality for a stable local operator.","The relationship among commitment-vector dimension, sample size, regularization, and uncertainty estimation is unspecified.","Coder reliability and robustness to alternative state vocabularies have not been demonstrated.","No held-out result shows advantage over claim-level review or static argument-network analysis.","No participant evidence establishes that mode-targeted cues are understandable, acceptable, or non-mischaracterizing.","Prior art is unsearched, leaving distinctiveness and the appropriate comparator set unresolved."],"next_evidence_step":"Preregister and run an offline feasibility pilot on 12 consented or synthetic cases in one topic and genre, first requiring a simulation-based identifiability threshold and duplicate-coder reliability criterion; train on eight and test on four, comparing ordinary claim-level review, static-network cues, and mode-guided cues. Falsify progression if modes are ill-conditioned or unstable under coder perturbation, residuals capture consequential revisions, or the mode-guided condition fails to improve held-out prediction or earlier detection over either comparator.","research_questions":["Can a low-dimensional commitment representation achieve acceptable intercoder reliability without forcing philosophically important differences into a common vocabulary?","What sample-size, state-dimension, and regularization combination permits stable estimation with honest uncertainty?","Do approximate modes remain well conditioned under coder perturbations, alternative encodings, and textual-template controls?","Does the modal model outperform both claim-level and static-network approaches on held-out consequential revisions?","Do mode-targeted cues improve reviewer detection rather than merely predict revisions after the fact?","Which consequential changes concentrate in residuals, and do those residuals disproportionately represent novel or minority arguments?","Do participating authors judge the encodings and cues to be materially accurate and non-chilling?","What adjacent prior art already models dynamic argument or belief revision, and is the contribution a new intervention, formulation, or synthesis?"],"recommendation":"PARTNERED_RESEARCH","uncertainty_constraints":["Closed-book assessment cannot establish problem prevalence, stakeholder demand, market size, prior-art novelty, or realized impact.","All cost bands are resource-equivalent planning ranges rather than observed prices or point estimates.","The proposed 12-case split may be inadequate unless the representation and operator are strongly constrained.","Philosophical revision is reflexive and semantically responsive, so any invariance may be local, temporary, and altered by disclosure of the model.","Transfer beyond the declared topic, genre, coding vocabulary, and linearization window is unsupported.","Predictive modes would not establish philosophical truth, validity, causality, competence, or sincerity."],"closed_book_prior_art_boundary":"Prior art is explicitly unsearched. This assessment treats the stated contrast with static argument-network analysis as a proposed comparator, not evidence of world novelty, prevalence, or freedom from overlap with computational argumentation, belief-revision modeling, dynamic argument mapping, or related review-support methods."}