Diversifying practical risks may sustain private cultural adoption after public sharing fades
People may keep a convention because its outcomes hedge failures of other routines, even after recommendation memory resets. Reject a distinct mechanism if ordinary risk-sensitive choice predicts the full trajectory, or verified changes in covariance and insurance produce precisely no joint response.
Stage of verification
- Hypothesis published2026-10-05
- Indirect evidenceAssessed at 4 of 10
- Direct testAwaited
Target map
Every target of every published hypothesis, each with the actions a hypothesis can propose on it. The targets and the actions of this hypothesis are drawn solid.
Rhythm or programme
Culture-to-risk feedback
A feedback loop linking publicly induced participation, shared practical failure exposure and private adoption of diversifying conventions
Where this hypothesis actsHuman cultural practices with uncertain practical returns
Hypotheses on this target 1
Inhibition1
Activation
Function preservation
Feedback restoration
Rhythm restoration
Direct measurement
What is proposed
Inhibition
Interrupt the feedback connection by insuring the relevant practical loss
With whatChange of environment or regimen
HowRandomize transparent loss insurance versus a fixed transfer matched in expected value and timing, preserving marginal outcome histories
Possible result
Expected reduction toward zero in the effect of outcome covariance on private adoption
From the recordConversely, insuring the relevant loss removes the reason to maintain A even if target liking, recall, delivery and social approval stay constant.
All targets of the lab
Every target read from the published hypotheses, each kind around its pictogram. A larger mark means more hypotheses act on that target. Point at a mark and the actions proposed on it branch out of it.
Solid and named: the targets of this hypothesis
Explore in depth
The logic
The train of thought that ends in this hypothesis. Each stage is the reason the next exists. The master question narrows to a goal, the goal to an unknown nobody has closed, the unknown to the hypothesis proposed here. Every step below says what it rests on and what carries it.
A practice can stop being shared in public while still earning a place in everyday life. The unexpected move is to explain that persistence through how two routines fail together: an otherwise unremarkable practice may be worth keeping because it works when another fails. This is a hypothesis generated by the pipeline, not a measured result, and its proposed test must distinguish that explanation from remembered alternatives, useful working partners and reusable production aids.
- Publicly encouraged participation brings people into practical activities where their routines face related failures.
- Adaptive delivery makes a complementary convention available as a genuinely usable alternative to an existing routine.
- When the alternative succeeds during the existing routine's failures, combining them reduces the uncertainty of useful outcomes.
- People who value avoiding those losses allocate more private work to the alternative, even when its public approval is unchanged or lower.
- Public sharing may fade after the recommendation system is reset, while the usable combination and its protection against failure remain.
- Covering the relevant losses changes the situation from one where a backup offers protection to one where that protection has no remaining value, weakening the predicted private-use difference.
Two routes to work are worth keeping in mind if the roadworks that block one usually leave the other open. If both are blocked on the same mornings, having two route names offers little protection.
Where the picture breaks: The proposal concerns allocating consequential tasks between usable cultural practices, not merely knowing alternatives. The route picture does not establish that public participation creates shared risks, that recommendation systems create useful combinations, or that removing losses removes every other reason to prefer a practice.
- Master questionstep 01 of 04
Cultural information spreads, changes, competes and survives; the goal calls this field memetics and seeks new explanations that experiments could prove wrong. It requires separate measures of public reach, faithful copying, changes of meaning, adoption as actual uptake, and persistence as continued use, including changes introduced by recommendation systems and generative artificial intelligence, systems that produce new content.
Rests on: The stated research goal demands a research agenda with competing explanations, experiments and checks that an apparently new mechanism is not an established idea under another name.
Stated in the chain - Goal pillarstep 02 of 04
Executable experiments and a sequence of stronger checks are the route chosen for investigating how cultural practices spread and persist.
Rests on: The master question explicitly requests an affordable first experiment, stronger validation for general claims, controlled manipulations and observations that would defeat each proposed explanation.
Stated in the chain - Gap questionstep 03 of 04
Private adoption, meaning actual use outside public display, may respond to a different feedback connection from public reproduction, meaning visible copying or sharing. The question asks which connection matters, and whether holding delivery histories equal can distinguish reinforcement in the recipient, meaning changes produced by earlier responses and rewards, from recommender memory, meaning stored interaction history that changes later delivery.
Rests on: The preceding pillar commits to causal experiments, meaning interventions intended to distinguish what produces an outcome. This question selects a particular contrast between changes within recipients and changes in content delivery.
LeapThe pillar contains only a title: it does not supply the account of these feedback connections or the conditions under which equal delivery histories would distinguish them. The master question motivates separating outcomes and studying recommendation systems, but the narrower identification argument is not supplied by the intervening stage.
- Hypothesisstep 04 of 04
An additional convention may stay in private use because it reduces the chance that all available routines fail together. The proposal calls this actuarial risk pooling, meaning combining practical options whose losses do not fully coincide: changing covariance, the extent to which their outcomes rise and fall together, should change private use even when each option's average return and variability stay the same. Insurance, an arrangement that covers the relevant losses, should reduce that difference; resetting the recommendation system while replaying the same deliveries should leave it intact.
Rests on: The gap question supplies the distinction between a lasting recipient state and stored delivery history. The hypothesis adds a portfolio, a collection of usable routines, and an explicit model balancing average returns, combined uncertainty and implementation costs. Its text cites Markowitz (1952) as the mathematical benchmark, not evidence of this cultural mechanism, and describes Karlan and colleagues (2014) as finding that randomized agricultural insurance changed investment and risky production choices, not that recommendation systems create covariance-dependent cultural persistence.
AssumptionThe added explanation assumes that people can actually use both routines, understand their joint risks and dislike uncertainty sufficiently for a backup to matter. It also assumes that the proposed model, which summarizes outcomes through their averages and variability, is an adequate local approximation under utility and outcome-distribution conditions that the record says must be stated but does not specify. These are dependencies of the proposed mechanism, not a claim that an untested proposal is itself an unsupported result.
What is carried, and what is not. Zero mechanism links have support from a supplied screened-source record, because that list is empty; the hypothesis itself provides a mathematical benchmark and reports one agricultural experiment showing that risk protection can change practical choices, with no demonstration of the proposed cultural feedback connection. Neither those cited components nor the explicit model establish the full sequence from publicly encouraged participation through related failures to persistent private use.
Where the reasoning is carried by something unstated · 2
- Gap question. The pillar contains only a title: it does not supply the account of these feedback connections or the conditions under which equal delivery histories would distinguish them. The master question motivates separating outcomes and studying recommendation systems, but the narrower identification argument is not supplied by the intervening stage. Establish the missing link before relying on this step.
- Hypothesis. The added explanation assumes that people can actually use both routines, understand their joint risks and dislike uncertainty sufficiently for a backup to matter. It also assumes that the proposed model, which summarizes outcomes through their averages and variability, is an adequate local approximation under utility and outcome-distribution conditions that the record says must be stated but does not specify. These are dependencies of the proposed mechanism, not a claim that an untested proposal is itself an unsupported result.
How a result here could mislead · 3
- A difference between the two outcome arrangements could be attributed to protection against joint failures when it actually reflects changed average rewards, changed individual uncertainty, unequal opportunities to use the practices, or misunderstanding of how their outcomes are linked. A null result could likewise reflect a failed manipulation rather than absence of the mechanism. What closes it: The proposed assignment must preserve the specified content, target outcome history, each practice's individual outcome distribution, effort and contacts while changing how outcomes are paired. Actual loss exposure, understanding of the pairing and independent risk sensitivity, meaning how strongly a person responds to uncertainty in separate tasks, must be checked. Private allocation and the time window for later continued use must be defined before testing; the record does not provide a complete schedule for that later outcome.
- More private use under insurance could reflect extra resources, trust in the provider or a favorable reaction to receiving help, rather than removal of the value of a complementary practice. An overall insurance effect would not establish the proposed mechanism. What closes it: The record calls for a transparent fixed-transfer comparison matched in expected value, meaning average payment, and timing, while checking that insurance actually covers the relevant loss. The decisive comparison is whether insurance shrinks the private-use difference between the two arrangements of joint outcomes, with delivery and public approval held fixed; matching average payments alone does not establish that trust and generosity cues are equal.
- The predicted combination of an outcome-pairing effect, persistence after a delivery-system reset and attenuation under insurance could be ordinary economic choice rather than a new mechanism of cultural transmission. Remembered competitors, partner compatibility or cheaper execution could also affect private use without operating through shared practical risk. What closes it: The proposed test must compare the full acquisition, reset and insurance pattern against expected-utility or portfolio choice, established models of selecting options by valued uncertain outcomes, using independently measured risk sensitivity and costs. A distinct cultural family requires evidence that the public-participation-to-risk connection adds explanatory dependence beyond actual risks; the proposal says that its absence removes the distinct-family claim. Its stated contrasts also require separating access to remembered alternatives, partner-dependent usefulness and usable production aids from actual outcome uncertainty.
What would make this wrong. With usable options, understood outcome pairing and independently verified sensitivity to the relevant uncertainty, a precise absence of the predicted private-use difference between joint-risk arrangements, or of its predicted reduction when those losses are covered, would reject this mechanism as the dominant explanation in the tested setting. Separately, if established choice models using independently measured risk sensitivity and costs predicted the entire acquisition, reset and insurance pattern within informative error bounds, leaving no additional dependence on public participation changing practical risk, the claim to a distinct memetic hypothesis family would fail even if risk-sensitive private adoption occurred.
What it would change. If the proposed mechanism held, explaining why a cultural practice survives would require measuring the other usable routines it complements and how their practical failures coincide, alongside copying, approval and delivery. For the master research agenda, persistence after a recommendation-system reset would then be insufficient to identify strengthened preference: practical protection against loss could maintain private use. A successful initial experiment with guaranteed participation payment and only bounded bonus losses would still not establish the same process in households or communities over longer periods, and the proposal expressly excludes a general claim about costless jokes or all private beliefs. Even the predicted result would not establish a new hypothesis family if established choice models fully explained it.
The gap this hypothesis explains
Which feedback break changes private adoption rather than public sharing, and can equal exposure histories reveal why?
Original wording · exactly as the pipeline generated it
Which feedback connection must be interrupted to change private cultural adoption rather than only public reproduction, and can matched exposure histories distinguish recipient reinforcement from recommender memory?
What this question is asking
The question concerns whether repeated encounters with cultural material change what people privately accept or practice, or only what they publicly repeat. It asks which feedback connection—the route by which an earlier encounter or action affects what happens next—must be interrupted to change private adoption, compared with leaving that connection intact. It also asks whether matching exposure histories, so that people have comparable sequences of encounters with the material, can separate recipient reinforcement, where earlier encounters change a person's later responses, from recommender memory, where a recommendation system uses earlier activity to choose later material. Its wording assumes that an interruptible feedback connection helps sustain private adoption; the supplied material does not establish that assumption.
- Cultural material
- Information or behavior that people can encounter, repeat, modify, or take up, such as narratives, internet memes, and shared practices. This is a broad class; the question does not specify one particular item or practice.
- Narrative
- A story or account that connects events or ideas. It is one possible kind of cultural material whose repetition and private acceptance could differ.
- Internet meme
- An image, phrase, video, or other recognizable cultural item that circulates online, often in modified versions. Here it is an example of material that can be publicly shared without necessarily being privately accepted.
- Private adoption
- A person's acceptance or uptake of cultural material, considered separately from visibly repeating it. It may concern belief, preference, or practice and can vary in strength and duration; the supplied question does not specify how it is measured.
- Public reproduction
- Visible repetition, copying, performance, or sharing of cultural material. Public sharing and public repetition are used here for this broad category of behavior, which does not by definition establish private acceptance.
- Feedback connection
- A route through which an earlier encounter, response, or action influences later encounters or responses. Interrupting or breaking the connection means preventing that influence along the particular route; the question asks which such interruption affects private adoption.
- Exposure history
- The sequence of encounters a person has with cultural material. Matched exposure histories are histories made comparable on specified features, potentially including what was encountered, how often, and when; matching does not automatically mean that every relevant feature is identical.
- Recipient reinforcement
- The proposed route in which earlier encounters strengthen or sustain the receiving person's later response to cultural material. Here it names a possible explanation within the person, not an effect established by the supplied evidence.
- Recommendation system or recommender
- A system that selects which material to present to someone. Its selections can form part of an exposure history, which is why its behavior matters to the question.
- Recommender memory
- A recommendation system's retention or use of earlier activity when selecting later material. This is a broad description of dependence on past activity, not a claim that the system remembers in the human sense or that a particular technical design has been established.
- Screened source
- A publication or other source supplied with information about its relevance, a quotation, and the limits of what it settles. None were included in this task, so there are no reported literature findings to summarize.
A feedback connection must be interrupted to change private cultural adoption rather than only public reproduction.
Cultural material means such things as a narrative, an internet meme, or a shared practice; private adoption means accepting or taking up that material, while public reproduction means visibly repeating or sharing it. A feedback connection carries the effects of an earlier encounter or action into later encounters or responses. The question assumes that breaking such a connection can change private adoption, which would make identifying the responsible connection consequential beyond merely reducing public sharing.
No screened sources were supplied, so there is no read evidence establishing that feedback sustains private adoption, that interrupting it changes adoption, or that any particular connection must be interrupted. There is also no supplied search record from which to assess coverage. The premise remains undetermined; the absence of supplied sources does not show that it is false.
The same question asked without the part nothing read establishes:
- Does interrupting a feedback connection change private acceptance or practice of cultural material, public repetition, both, or neither?
- Can comparable sequences of encounters with cultural material distinguish changes within the recipient from effects of a recommendation system's use of earlier activity?
- Recipient reinforcement changes private adoption If earlier encounters change the person's later responses in a way that sustains private acceptance or practice, interrupting that feedback could change private adoption. If this route can be distinguished when encounter histories are comparable, the explanation would concern changes within the person rather than differences in what the recommendation system subsequently presents. A reduction in public sharing alone would still not establish that private adoption changed.
- Recommender memory sustains private adoption If a recommendation system uses earlier activity to select later encounters that sustain private acceptance or practice, interrupting that connection could change private adoption through the changed encounters. If all the relevant encounter differences are removed by matching histories, that route would no longer explain a remaining difference in adoption. This outcome would locate the sustaining connection in the system's selection of material, without establishing a lasting change within the person.
- Only public repetition changes If interrupting a connection changes visible repetition while private acceptance or practice remains the same, the connection would explain circulation without explaining private adoption. A fall in sharing would then support a claim about public behavior, while a claim that private acceptance had weakened would remain unsupported.
- The connections remain indistinguishable If comparable encounter histories remain consistent with both explanations, matching those histories would not identify the responsible connection. Any observed change in private adoption could then remain attributable to changes within the person, the recommendation system's use of earlier activity, or their combination, so no unique connection would have been identified.
Public repetition determines what cultural material becomes visible to others, but private adoption concerns what someone accepts or continues to practice. In the mechanism being questioned, an earlier encounter changes either the person's response or the recommendation system's later choices, and those changes influence subsequent encounters and behavior. Interrupting one route could therefore reduce visible repetition while leaving private acceptance intact, or could alter private acceptance itself. Treating these outcomes as interchangeable would misidentify what keeps the cultural material in circulation and what keeps it privately accepted.
The mechanism it proposes
The engine's own statement of the hypothesis, in full.
SCOUT 2 — Actuarial risk pooling: recipients privately adopt a convention because it hedges the failure of their other practical routines. Adaptive delivery can bring otherwise rare complementary practices into a person's feasible repertoire. Public expressive rewards track popularity, but private practice choice depends on the covariance of future useful outcomes with an already held practice, not only the target's mean reward. The feedback connection is publicly induced participation -> shared practical failure exposure -> value of a diversifying convention -> private adoption. The relevant persistent state is the household/person's portfolio of genuinely usable routines and their joint outcome distribution. This differs from an inherited correlation code: no covariance between cultural representations is copied, and no relational semantic unit is stored. A narrow two-practice model values use fraction w in A and 1-w in B by U(w)=w*mu_A+(1-w)*mu_B-(r/2)[w^2*sigma_A^2+(1-w)^2*sigma_B^2+2*w*(1-w)*sigma_AB]-C(w). Here r is local risk sensitivity and C implementation cost. At matched marginal means/variances, changing sigma_AB changes private A uptake for people already relying on B. Thus resetting the ranker can stop public recurrence while the functional diversification reason for adoption persists. Conversely, insuring the relevant loss removes the reason to maintain A even if target liking, recall, delivery and social approval stay constant. The stabilised outcome is SPV_5 and the subsequent SPV_6 risk-sensitive retention curve.
Where the idea comes from
The hypothesis borrows a result from another field. This is what it borrows, and from where.
Scout from actuarial science and portfolio allocation, distinct from morphogenetic mechanics and production ergonomics. The mean-variance objective is the local Markowitz-type benchmark (Markowitz 1952, https://doi.org/10.1111/j.1540-6261.1952.tb01525.x), justified as an approximation under stated utility/distribution conditions rather than a universal psychological law. w is fraction of private task commitments using A, mu_A and mu_B expected useful returns, sigma_A^2 and sigma_B^2 marginal return variances, sigma_AB their covariance, r local risk aversion and C measured switching/setup cost. Biological quantities are not asserted here: the operational quantities are human practice choices and consequential outcomes. Empirical import: Karlan, Osei, Osei-Akoto and Udry, Agricultural Decisions after Relaxing Credit and Risk Constraints (2014), https://doi.org/10.1093/qje/qju002, randomized insurance/capital conditions and found that insurance changed agricultural investment and risky production choices. This establishes that risk constraints can alter real practice decisions; it does not establish the specific feed-mediated covariance mechanism or its novelty.
Testing and possible results
The prediction that would tell it apart
A hypothesis that predicts what its rivals predict is not worth running an experiment over. This is the observation on which this one differs.
Keep A content, displayed feedback, target outcome sequence, expected payoff, marginal target variance, task effort and contact graph fixed. Randomize the coupling of a participant's already familiar B outcomes with those A outcomes, creating low versus high A/B covariance while preserving each marginal history. Do this as an assigned risk environment, not a post hoc subgroup defined by successful outcomes. With verified risk comprehension and r>0, IH_04 predicts greater private allocation to A when A diversifies B, even if A receives the same or lower expressive approval. Rerandomize a transparent loss-insurance arrangement versus an actuarially matched fixed transfer; the covariance-by-private-adoption contrast should shrink toward zero under insurance while public reproduction can remain reward-sensitive. Ranker reset with replay cannot remove the diversification effect. IH_02 predicts topology/compatibility sensitivity with deterministic returns; IH_03 predicts executable-aid sensitivity after risks are insured; IH_01 predicts B-retrieval specificity after actual outcome risk is held constant. FAMILY-FALSIFYING RESULT: ordinary expected-utility/portfolio choice with independently measured risk sensitivity and costs predicts the entire acquisition/reset/insurance trajectory within informative error bands; there is no residual dependence on the proposed culture-to-risk feedback edge after those actual risks are accounted for. Then retain risk-sensitive adoption as an established economic composition, not a distinct memetic family. Alternatively, a precise absence of a covariance-by-insurance response after confirmed risk first stages rejects this mechanism as the dominant explanation. A positive insurance main effect alone is not evidence for covariance-mediated cultural persistence.
Would tell it apart from at least one rival. The prediction specifies directional allocation differences, attenuation under insurance, and an explicit rejection condition. These are measurable comparisons. No rival prediction is supplied, so separation cannot be assessed. Only a bench experiment would settle it.
What testing it would take
The engine's own read on whether this is testable with methods that already exist.
Begin with a harmless task where two conventions organize alternative ways of completing small uncertain-benefit tasks; losses are bounded experimental bonuses, not essential income or health outcomes. Participation payment is guaranteed. Counterbalance which convention diversifies which routine, preserve the entire A marginal history and yoke rewards transparently. A person-level or community-level assignment must match the source of shared risk. Insurance and a fixed transfer must be equal in expected value and timing to separate insurance from wealth, trust and generosity cues. Measure risk sensitivity on different tasks to avoid training the primary choice. Pilot feasibility depends on participants understanding the covariance manipulation without being prompted toward a favored convention. This scope is cultural practices with uncertain practical returns; it is not a prediction about costless jokes or every privately held belief.
Other explanations
Every other hypothesis the engine wrote for the same gap, and the observation that would separate the two.
Keep A content, displayed feedback, target outcome sequence, expected payoff, marginal target variance, task effort and contact graph fixed. Randomize the coupling of a participant's already familiar B outcomes with those A outcomes, creating low versus high A/B covariance while preserving each marginal history. Do this as an assigned risk environment, not a post hoc subgroup defined by successful outcomes. With verified risk comprehension and r>0, another hypothesis of the same gap predicts greater private allocation to A when A diversifies B, even if A receives the same or lower expressive approval. Rerandomize a transparent loss-insurance arrangement versus an actuarially matched fixed transfer; the covariance-by-private-adoption contrast should shrink toward zero under insurance while public reproduction can remain reward-sensitive. Ranker reset with replay cannot remove the diversification effect. another hypothesis of the same gap predicts topology/compatibility sensitivity with deterministic returns; another hypothesis of the same gap predicts executable-aid sensitivity after risks are insured; another hypothesis of the same gap predicts B-retrieval specificity after actual outcome risk is held constant. FAMILY-FALSIFYING RESULT: ordinary expected-utility/portfolio choice with independently measured risk sensitivity and costs predicts the entire acquisition/reset/insurance trajectory within informative error bands; there is no residual dependence on the proposed culture-to-risk feedback edge after those actual risks are accounted for. Then retain risk-sensitive adoption as an established economic composition, not a distinct memetic family. Alternatively, a precise absence of a covariance-by-insurance response after confirmed risk first stages rejects this mechanism as the dominant explanation. A positive insurance main effect alone is not evidence for covariance-mediated cultural persistence.
- What would separate them
Public approval may reduce private cultural adoption by restoring competing options predicts: Under replayed full acquisition deliveries and fixed action opportunities, independently vary whether B alternatives compete during A production, and later reinstate B through a brief neutral retrieval opportunity or a matched unrelated-action retrieval control. Estimate C=[P(A private|contingent)-P(A private|yoked)] with versus without a competing repertoire. The strong version predicts C_competitors<-delta_A while the corresponding public-expression contrast is positive; C_no_competitors is within epsilon_A of zero or positive. Competitor reinstatement abolishes the private contingent-versus-yoked difference by restoring B in the suppressed arm, without reversing the public A reward-value difference or changing independently tested A rule competence. A symmetric A-only refresher does not reproduce the B-specific rescue. Ranker reset has no extra effect under future replay; it changes exposure in the free-running arm. another hypothesis of the same gap instead requires contact-geometry intervention; another hypothesis of the same gap requires tool-cost intervention; another hypothesis of the same gap requires changes in payoff risk. FAMILY-FALSIFYING RESULT: after verified reward contingency, competitor competition and retrieval first stages, private choice is explained within the informative margin by target value, ordinary retrieval-practice/priming and measured B accessibility with no reward-specific release term, or B-specific reinstatement has no adoption effect despite clear restoration of B accessibility. Retain ordinary reward learning/query theory and remove the distinct reward-release cultural family. A private-choice null without successful competitor manipulation is inconclusive.
- What would separate them
Contact sorting may sustain private cultural adoption by lowering compatibility costs predicts: Hold participant composition, assigned feed sequence, expected number of interactions and every person's degree fixed; randomize a small set of allowed degree-preserving partner swaps. Compare compact compatible patches with fragmented patches matched on global prevalence and, where feasible, each recipient's immediate A-neighbor count, but differing in boundary length and partner-of-partner structure. In the free-contact arm, the fitted adhesion model must predict the subsequent direction and speed of boundary rearrangement and the resulting confidential A-use trajectory in held-out communities; do not infer adoption from movement of people. After reset/withdrawal, disabling additional sorting versus restoring a saved contact map yields different A abandonment despite identical feed replay. A compatibility adapter that makes A/B collaboration equally effective should remove the topology-dependent adoption contrast while leaving contact identity, content and potential action opportunities present. Neither competitor reinstatement, personal tool replacement nor outcome-variance insurance alone should remove it when deterministic compatibility costs are held fixed. FAMILY-FALSIFYING RESULT: ordinary homophily plus a standard coordination-game model, independently fitted to the same pairwise choices and costs, predicts all held-out reset, remix and adapter trajectories within the prespecified tolerance and the morphogenetic geometric constraint adds no testable separation. Then classify the result as established network coordination/niche construction, not a distinct morphogenetic memetics family. Equivalently precise absence of geometry-dependent private use after a successful topology first stage rejects this candidate in the declared scope.
- Rival 03 of 03What would separate them
Jointly useful production aids may sustain private cultural adoption after rewards end predicts: In acquisition, independently permit construction of reusable A aids versus equally costly non-reusable preparation, without changing assigned source content, expressive reward totals, total work time or tool visibility. At withdrawal randomize retaining the aid, replacing it with a visually matched inert version, or giving a functionally equivalent neutral aid that makes A and B equally cheap; preregister the private use outcome. another hypothesis of the same gap predicts an adoption-retention contrast following measured execution-cost savings, and a restore-the-original-aid rescue without further social exposure or reward. Transfer a working configuration to a separately trained recipient under neutral ownership labels: savings and adoption should travel with the usable complement rather than with its author's public-feedback history. To test the proposed extension rather than generic switching costs, cross retention of k_1 and k_2 and predict private adoption from externally timed joint versus additive execution costs using held-out task instances. Competitor retrieval, graph remix with compatibility guaranteed, and variance insurance have no independent effect on this pure model once their impacts on tool usefulness and costs are blocked. FAMILY-FALSIFYING RESULT: a standard cost-sensitive choice model plus additive setup savings, independently calibrated before the cultural test, predicts the entire contingent-feedback/asset-reset trajectory within the prespecified tolerance; joint configuration supplies no extra functional dependence. Remove the distinct cultural-complementarity family and report ordinary switching-cost/niche effects. If verified removal of actual savings leaves adoption unchanged within epsilon_A, reject capital as the dominant persistence mechanism even if people continue to like or recognize the aid.
What stands behind it
Which of the figures above have a study behind them, which are the engine's own, and what it would take to refute the hypothesis. This audit never judges the idea.
This hypothesis states no figure and cites no study, so there is nothing here to trace.
What it would take to refute it. Nothing already retrieved carries the prediction’s terms and it names no measurement this layer can route to a public dataset, so the bench is the residual — not a finding against it.
0 citation handles extracted; 1 Europe PMC search run; 0 records examined; 0 sources stored for enrichment, 0 with full text. A citation that did not resolve is a bibliographic failure, not proof that no such paper exists, and no hypothesis is blocked by this audit.