{"schema_version":1,"experiment_id":"eoa_inverse_innovation_exp05_complete_proposal_portfolio20_20260803","cell_id":"invariant_mode_decomposition_design__literature_literary_theory","arm":"COMPLETE_PROPOSAL_PORTFOLIO","candidate_id":"cand_seminar_interpretive_mode_reset_003","proposal_index":3,"version":0,"title":"Interpretive-Mode Reset for Literature Seminars","problem":"In a seminar discussing an ambiguous literary work, successive responses can transform the discussion toward apparent consensus even when no single speaker dominates and multiple interpretations remain textually supportable. Turn counts, individual claims, and end-of-class summaries can miss a coupled conversational direction in which instructor uptake, repetition of one claim family, narrowing passage coverage, and disappearance of counterevidence reinforce one another. The seminar can therefore confuse a self-amplifying discussion mode with evidence-based interpretive resolution.","actors":["Seminar instructor, who defines the pedagogical objective and controls facilitation","Students, who contribute interpretations and retain authority over whether their contributions may be analyzed","Independent transcript coders, who classify claims, textual citations, uptake, and counterevidence","Course lead or teaching reviewer, who audits the protocol without evaluating individual students"],"observable_state":"For a consented discussion of one work, the transcript is divided into blocks of four consecutive turns. Each block receives a state vector containing the activation of preregistered interpretive claim families, distribution of cited passage loci, unresolved counterclaims, recurrence of claims without new textual evidence, uptake following instructor versus student turns, and concentration of speaking time. A locally fitted transition matrix maps one block's centered state to the next under a fixed text, instructor, seminar format, and course unit. Independently coded written interpretations collected before and after discussion provide outcome observations for evidence retention, convergence, and loss of initially supported counter-readings.","consequence":"A class may end with narrower textual coverage and fewer independently evidence-backed interpretations because a coupled participation-and-uptake pattern amplified one reading, not because competing readings failed under examination. Students and instructors may then treat conversational convergence as an established interpretation of the work.","affected_objective":"Support rigorous, text-bound testing of incompatible interpretations while preventing the mechanics of discussion from being mistaken for evidentiary resolution.","intervention":"Before using the protocol, the instructor declares whether the seminar objective is interpretive plurality, adversarial testing, or convergence; modal resetting is enabled only for the plurality or adversarial-testing objectives. From prior consented discussion blocks under the same local conditions, estimate and decompose the block-to-block transformation. Promote a mode to action relevance only if it is resampling-stable, persistent or growing, associated with reduced passage coverage or disappearance of supported counterclaims, and not explained by stronger textual evidence. A sensitivity sweep compares facilitator moves following similar modal states. If a live, aggregate discussion state crosses the preregistered threshold for an action-relevant mode, the instructor may invoke a reversible reset: pause for silent examination of an underused passage, collect anonymous evidence-backed counter-readings, and reopen discussion with two incompatible claims before returning to ordinary facilitation. The protocol does not prescribe which interpretation should prevail.","structural_mapping":[{"archetype_element":"Transformation Scope","domain_realization":"The transformation is one four-turn seminar block mapping the aggregate interpretive-discussion state into the next block during discussion of the same work under a fixed format."},{"archetype_element":"State-Vector Definition","domain_realization":"Coordinates represent claim-family activation, passage coverage, unresolved counterevidence, unsupported repetition, instructor-linked uptake, and speaking-time concentration."},{"archetype_element":"Invariant Mode Basis","domain_realization":"Eigenvectors of the fitted block-transition matrix represent combinations of discussion features that approximately preserve their direction across successive exchanges."},{"archetype_element":"Modal Gain Spectrum","domain_realization":"Eigenvalues estimate whether each conversational combination decays, persists, alternates, or grows over later blocks."},{"archetype_element":"Dominant Mode Selection Rule","domain_realization":"A mode is actionable only when its direction is stable under coder and block resampling, its persistence clears a declared threshold, and it predicts an adverse pedagogical outcome beyond the original coordinates considered separately."},{"archetype_element":"Stable/Unstable Mode Partition","domain_realization":"Decaying modes require no reset; persistent, oscillatory, or growing modes receive review only when tied to the declared seminar objective."},{"archetype_element":"Modal Intervention Map","domain_realization":"Observed facilitator moves are compared near similar modal states to estimate which prompt combinations damp or excite each action-relevant mode."},{"archetype_element":"Reconstruction Residual Check","domain_realization":"Held-out discussion blocks are reconstructed from retained modes, and structured omissions such as a low-frequency but textually supported counter-reading remain visible."},{"archetype_element":"Mode-Coupling Register","domain_realization":"Near-degenerate modes and cross-effects among instructor uptake, passage narrowing, repetition, and participation concentration are recorded rather than interpreted independently."},{"archetype_element":"Local Linearization Window","domain_realization":"The model is restricted to the same literary work, instructor, seminar objective, turn format, and course unit; a change in any of these conditions requires re-estimation."},{"archetype_element":"Mode Drift Monitor","domain_realization":"Direction, gain, outcome association, and spectral separation are checked across discussion segments and after any facilitation change."},{"archetype_element":"Interpretation Scope Contract","domain_realization":"A conversational mode describes aggregate discussion dynamics, not the truth of an interpretation, the motives of a participant, or the quality of an individual's contribution."}],"mechanism_mapping":[{"mechanism_slug":"mode_shape_testing","role":"Recover empirical discussion modes from observed responses because the seminar's actual transition operator is not known in advance, and bind them to the conditions under which they were measured.","counterfactual_removal":"Without empirical recovery, the protocol would impose assumed discussion patterns rather than test which coupled directions the seminar actually exhibits."},{"mechanism_slug":"eigendecomposition_workflow","role":"Decompose the locally estimated square transition matrix into a complete basis of conversational modes and their gains.","counterfactual_removal":"Without decomposition, the instructor can monitor named coordinates but cannot identify combinations that persist or amplify as directions across exchanges."},{"mechanism_slug":"modal_stability_analysis","role":"Classify each discussion mode as decaying, persistent, oscillatory, or growing within the fixed seminar regime.","counterfactual_removal":"Without stability analysis, a temporarily prominent pattern could be mistaken for a compounding trajectory, or a subtle persistent mode could be ignored."},{"mechanism_slug":"modal_sensitivity_sweep","role":"Compare facilitator moves near similar modal states to rank their association with changes in passage coverage, supported counterclaims, and other modes.","counterfactual_removal":"Without the sweep, detecting a concerning mode would not identify a bounded facilitation action capable of changing its trajectory."},{"mechanism_slug":"residual_reconstruction_test","role":"Test retained modes on held-out blocks and inspect whether omitted residuals contain rare but textually consequential contributions.","counterfactual_removal":"Without residual testing, the reduced account could label discussion healthy while excluding a low-amplitude interpretation central to the seminar's objective."},{"mechanism_slug":"spectral_gap_monitor","role":"Track separation and directional drift so a live reset is disabled when retained modes cannot be distinguished reliably.","counterfactual_removal":"Without gap and drift monitoring, unstable mixtures of conversational patterns could trigger unjustified intervention."},{"mechanism_slug":"spectral_decomposition_report","role":"Provide instructors and reviewers with loadings, gains, outcome links, couplings, residuals, and explicit prohibitions on individual-level interpretation.","counterfactual_removal":"Without a bounded report, aggregate modal estimates could be converted into unsupported judgments about students or literary truth."}],"causal_chain":["Each contribution changes several aspects of the seminar simultaneously, including active interpretations, textual evidence, counterclaims, uptake, and participation distribution.","Successive responses can preserve or amplify particular combinations of those aspects even when no single coordinate appears decisive.","A persistent mode can narrow passage coverage and suppress supported counter-readings while producing the surface appearance of voluntary consensus.","Empirical mode recovery and decomposition make that coupled trajectory observable and quantify its persistence within a local seminar regime.","Written interpretations and transcript evidence test whether the mode represents evidentiary resolution or conversational convergence without adequate textual testing.","Sensitivity analysis identifies a facilitator move associated with damping the concerning mode while retaining participation and textual engagement.","A threshold-triggered pause introduces underused textual evidence and anonymous counter-readings, interrupting the coupled trajectory without selecting a preferred interpretation.","Residual and drift checks disable further modal intervention when the reduced model stops representing the discussion."],"baseline":"The baseline is ordinary seminar facilitation using instructor judgment, participation counts, planned questions, and an end-of-class synthesis. The instructor may invite quieter students or request textual evidence but does not estimate coupled block-to-block discussion modes or use an explicit threshold for reopening prematurely narrowed interpretation.","nearest_rivals":["Participation dashboards, which reveal speaking-time imbalance but not a coupled trajectory involving claim uptake, textual coverage, repetition, and counterevidence.","Socratic or discussion-move protocols, which prescribe generally useful prompts but do not select a prompt according to an empirically estimated mode and its current coordinate.","Close-reading exercises, which return attention to textual detail but do not diagnose whether a persistent conversational transformation caused the need for that return.","Anonymous pre-discussion and exit writing, which reveals individual interpretation change but does not identify the intervening block-to-block direction or when to interrupt it.","Instructor observation or peer review, which preserves contextual judgment but lacks explicit modal gain, residual, stability, and drift tests."],"remaining_contrastive_claim":"The proposal remains distinct from ordinary facilitation only if a stable coupled discussion mode predicts loss of textually supported counter-readings or passage coverage better than participation, instructor-uptake, and claim-repetition variables considered separately, and if the mode-conditioned reset changes the subsequent aggregate trajectory beyond what a scheduled close-reading pause or generic counterevidence prompt does.","authority_safety":{"decision_authority":"The instructor retains authority over facilitation within the declared course objective, while students retain consent authority over use of their contributions. No modal output has authority to determine grades, literary truth, or an individual's motives or competence.","authorized_first_step":"Conduct a retrospective, de-identified analysis of already-recorded discussions covered by explicit consent and produce an aggregate report without changing instruction or evaluating participants.","excluded_actions":["Scoring, ranking, grading, or profiling individual students from modal loadings","Attributing political, psychological, demographic, or interpretive motives to participants","Recording or analyzing a seminar without applicable student consent","Automatically interrupting discussion or selecting students to speak","Using the protocol when consensus is the declared and appropriate seminar objective","Treating plurality as inherently superior to interpretive resolution","Reusing a model across different works, instructors, formats, or course units without fresh validation"],"halt_rollback":"Disable the reset if consent is withdrawn, coder agreement fails its preregistered threshold, modes are unstable under resampling, the spectral gap is inadequate, held-out reconstruction fails, individual identities become inferable, or the reset reduces accessibility or participation. Return immediately to the instructor's ordinary facilitation plan and delete participant-linked analytical records according to the consent protocol."},"negative_tests":{"strongest_counterevidence":"The apparent convergence mode tracks the spread of an interpretation that independent coders judge to have stronger and more diverse textual support, while competing readings disappear similarly from anonymous written work that is insulated from conversational uptake.","problem_falsifier":"No coupled block-to-block direction remains stable across coders, block definitions, and held-out segments, or discussion convergence is fully predicted by changes in textual-evidence quality without a persistent conversational mode.","intervention_falsifier":"In consented prospective testing, a mode-triggered reset does not damp the targeted aggregate trajectory, restore examination of supported counterevidence, or expand relevant passage coverage relative to a scheduled generic pause, or it impairs participation or accessibility.","risks":["Transcript coding may embed the instructor's preferred interpretation in the claim families.","Quantification may chill discussion if students feel monitored.","Anonymous contributions may still be identifiable in a small seminar.","A growing mode may reflect productive collective discovery rather than premature closure.","Local linear estimates may fail during emotionally charged, nonlinear, or rapidly reframed discussion.","The reset may privilege students who write quickly or are comfortable producing counterarguments on demand.","Rare interpretations may be preserved mechanically despite weak textual grounding.","An instructor may use aggregate findings to make prohibited inferences about particular students."]},"next_evidence_step":"With student consent, select four already-completed seminars on the same novella conducted by the same instructor under the same discussion format. De-identify transcripts before analysis, preregister the state coordinates, block definition, coder-agreement threshold, modal-stability criterion, residual tolerance, and adverse-outcome measures, and have two independent coders score the blocks and pre/post written interpretations. Fit the transformation on three seminars and test mode direction, gain, reconstruction, and outcome prediction on the fourth. Compare the modal model with coordinate-wise models for participation, instructor uptake, repetition, and passage coverage. Do not introduce a live reset unless this retrospective test passes and a separate consented protocol is approved.","prior_art_status":"UNSEARCHED","diversity_from_prior_proposals":"This proposal is independent of both earlier proposals. Proposal 1 governs creative-manuscript revision: it models changes in narratological prose features and offers the author alternative edit batches to preserve a declared ambiguity envelope. The present proposal governs live pedagogy: it models aggregate turn-to-turn discussion dynamics and uses a temporary evidence-reset procedure to distinguish conversational convergence from textual resolution. It does not edit a manuscript or optimize narrator reliability. Proposal 2 governs the scholarly apparatus of a critical edition: it models propagation through an explicit claim-dependency network and orders source verification to reconcile notes. The present proposal neither maps claim dependencies nor prioritizes fact checking; its transformation is an empirically estimated temporal discussion operator, its outcome is evidence-bound interpretive testing, and its intervention changes facilitation. A seminar can adopt this protocol without using either the manuscript checkpoint or the critical-edition dependency ledger.","revision_record":{"parent_version":null,"progress_targets_addressed":[],"conceptual_changes":[],"operational_changes":[],"evidence_changes":[],"claim_changes":[]}}