{"schema_version":1,"experiment_id":"eoa_inverse_innovation_exp04_retrieval_first_paired20_20260802","cell_id":"deadweight_loss_reduction__communication_media_studies","hypothesis_id":"H4","search_queries":["university equipment reservation credits peak hours no show refundable credits","\"reservation credits\" equipment booking","makerspace \"credits\" reservation no-show","shared lab equipment booking peak off-peak pricing","ClassPass credits vary time popularity class official cancellation credits returned","patent reservation credits dynamic pricing time slot no show","\"peak hours\" \"credits\" booking reservation","university recreation peak off peak booking credits equitable access"],"sources":[{"source_id":"PA1","title":"Introducing our packages and top-ups","publisher":"Thinker Maker Space / CYENS Centre of Excellence","url":"https://makerspace.cyens.org.cy/introducing-our-packages-and-top-ups/","source_class":"OFFICIAL_GUIDANCE","claims_supported":["A makerspace already uses account credits to reserve equipment, spaces, and machinery, with equipment-specific credit costs per slot or lending day.","Reservations require on-site activation and are automatically cancelled after non-arrival; queue conditions can trigger penalties.","This is direct equipment-booking prior art for credits and attendance-linked capacity release, though the documented costs are not scarcity-varying."]},{"source_id":"PA2","title":"What are credits?","publisher":"ClassPass","url":"https://help.classpass.com/hc/en-us/articles/360002359832-What-are-credits","source_class":"OFFICIAL_PRODUCT_DOCUMENTATION","claims_supported":["ClassPass uses noncash account credits to book capacity-limited offerings.","Credit requirements vary according to multiple factors, and users receive recurring allotments based on membership plans."]},{"source_id":"PA3","title":"How ClassPass Credits Work","publisher":"ClassPass","url":"https://blog.classpass.com/how-classpass-credits-work/","source_class":"COMMERCIAL_FIRST_PARTY","claims_supported":["ClassPass explicitly varies reservation-credit requirements with demand, time, location, and attendance patterns.","Peak evening or weekend reservations generally require more credits, while off-peak reservations require fewer, expressly to encourage use of less-busy capacity."]},{"source_id":"PA4","title":"How the ClassPass Late Cancellation Policy Works","publisher":"ClassPass","url":"https://blog.classpass.com/how-the-classpass-late-cancellation-policy-works/","source_class":"COMMERCIAL_FIRST_PARTY","claims_supported":["Timely cancellation returns reservation credits automatically so the member can rebook.","Late cancellations and no-shows attract penalties because otherwise reserved capacity can remain unused and unavailable to waitlisted users."]},{"source_id":"PA5","title":"WO2021014658A1 — Reservation system and reservation method","publisher":"World Intellectual Property Organization, mirrored by Google Patents","url":"https://patents.google.com/patent/WO2021014658A1/en","source_class":"GOVERNMENT_OR_REGULATOR","claims_supported":["The patent discloses combining prepaid subscription credits with a dynamically calculated price for a reservation object.","The dynamic credit price may rise or fall according to demand, remaining inventory, and time until the reservation date, with the stated aim of reducing vacant capacity.","The claims cover checking a member's credit balance against the dynamic reservation value and deducting credits when the reservation is confirmed."]},{"source_id":"PA6","title":"Reservation Policies in Queues: Advance Deposits, Spot Prices, and Capacity Allocation","publisher":"Production and Operations Management Society; indexed by RePEc","url":"https://ideas.repec.org/a/bla/popmgt/v27y2018i4p680-695.html","source_class":"PRIMARY_RESEARCH","claims_supported":["A game-theoretic study directly analyzes reservation deposits, spot prices, queues, capacity allocation, and no-shows.","It finds that when no-shows create capacity that cannot be reallocated, charges should be front-loaded into the reservation deposit.","The work establishes deposits as known mechanism-design prior art for deterring wasteful reservations, although it does not supply the proposed equity protections."]},{"source_id":"PA7","title":"Equipment Room Policies","publisher":"Barnard College Media Center","url":"https://mediacenter.barnard.edu/equipment-room","source_class":"OFFICIAL_GUIDANCE","claims_supported":["A university media-equipment service documents limited capacity, first-come-first-served reservations, advance-booking pressure, and account holds for no-shows.","The policy uses quantity limits, eligibility restrictions, cancellation instructions, and suspensions rather than scarcity-varying credits.","It directly supports the existence of reservation and no-show frictions in the nominated media-equipment setting, but supplies no peak-versus-off-peak utilization measurements."]},{"source_id":"PA8","title":"Exploration on the efficient management mode and innovation path of large-scale instruments and equipment in local universities empowered by artificial intelligence","publisher":"Frontiers in Education","url":"https://www.frontiersin.org/journals/education/articles/10.3389/feduc.2026.1778531/full","source_class":"PRIMARY_RESEARCH","claims_supported":["A university-equipment study reports daytime queuing alongside extensive evening and weekend idleness under an ineffective reservation system.","It provides neighboring-domain evidence for the hypothesized coexistence of peak congestion and off-peak slack, although its setting is scientific rather than media-production equipment.","Its intervention used dynamic scheduling rather than scarcity-varying refundable credits."]}],"proximity":"SUBSTANTIAL_COLLISION","closest_analogues":[{"name":"ClassPass dynamic reservation credits","similarity":"Very high mechanism-level similarity: noncash recurring credits book scarce time slots, credit requirements rise at popular peak times and fall off-peak, and cancellation/no-show rules protect capacity.","remaining_difference":"ClassPass ordinarily consumes credits for attended services and does not document a protected free baseline or hardship-credit entitlement for low-resource users; it is also outside university media labs.","source_ids":["PA2","PA3","PA4"]},{"name":"WO2021014658A1 dynamic-credit reservation system","similarity":"Very high architectural similarity: a credit balance is combined with demand- and time-responsive pricing of reservable capacity.","remaining_difference":"The patent targets subscription reservations and seller revenue or vacancy reduction, not an attendance-refunded deposit, media-equipment access, or an equity floor.","source_ids":["PA5"]},{"name":"Thinker Maker Space equipment-credit booking","similarity":"High setting-level similarity: makers reserve shared creative-production equipment and spaces using credits, activate bookings through attendance, and face capacity-release or penalty rules after non-arrival.","remaining_difference":"The published policy does not show credit costs varying with time-specific scarcity and offers paid membership/top-up credits rather than protected baseline and hardship allocations.","source_ids":["PA1"]},{"name":"Barnard Media Center reservation controls","similarity":"Direct domain analogue: scarce university media equipment is allocated first-come-first-served and no-shows trigger released reservations and account holds.","remaining_difference":"It uses fixed eligibility, quantity, and suspension rules rather than variable refundable reservation credits or measured equity safeguards.","source_ids":["PA7"]},{"name":"Advance-deposit reservation theory","similarity":"The research formalizes the same no-show and queue problem and identifies reservation deposits as an appropriate response when no-shows waste unreallocatable capacity.","remaining_difference":"It does not combine deposit size with time-specific scarcity, noncash student credits, attendance refunds, or protected-user allotments.","source_ids":["PA6"]}],"overlapping_components":["Noncash reservation-credit budget","Demand- or time-varying credit requirement","Peak/off-peak capacity signal","Advance reservation deposit","Credit return following permissible cancellation","No-show penalty and automatic capacity release","Recurring credit allotment","Shared-equipment reservation system","First-come reservation baseline","Booking limits and eligibility controls","Utilization and attendance monitoring"],"remaining_contrastive_claim":"Within the bounded search, no located source combines in a university media-production lab a scarcity-varying noncash reservation deposit returned upon attendance with a guaranteed baseline allotment and hardship credits, while testing whether that package lowers peak unmet demand and no-shows without reducing protected-user utilization.","claim_falsifier":"The contrastive claim would be falsified by a pre-existing policy, product deployment, study, or patent that documents all four elements together—media-equipment reservations, scarcity-varying credits, attendance-triggered credit return, and baseline or hardship access protection—or by evidence that ClassPass-like systems already implement an equivalent protected entitlement.","problem_support":"MODERATE","recommendation":"DIFFUSION_LANE","world_novelty_boundary":"Dynamic credit pricing for reservations, credit-based equipment booking, refundable reservation controls, and no-show deposits are all prior art; any defensible novelty is limited to the media-lab-specific integration of an attendance-refunded scarcity deposit with explicit baseline and hardship entitlements and its equity-preserving empirical evaluation, not the underlying allocation mechanism."}