{"schema_version":1,"research_id":"eoa_inverse_innovation_exp06_external_evaluation_20260803","source_assessment_id":"predictive_residual_processing__film_media_production:P1:v0","cell_id":"predictive_residual_processing__film_media_production","search_queries":["site:adobe.com Frame.io dailies review production continuity metadata filmmaking","film production script supervisor continuity software compare takes dailies official","academic film continuity errors script supervisor dailies review study","SMPTE metadata dailies production standard continuity take","film continuity error detection computer vision research paper take-to-take continuity","site:screenskills.com script supervisor continuity dailies role","site:iatse.net script supervisor continuity dailies","script supervisor software continuity photos compare takes official product","site:dataprotection.ie video recording employees workplace GDPR official guidance Ireland","site:ico.org.uk workplace monitoring video recordings workers official guidance","site:sagaftra.org artificial intelligence consent digital replica voice likeness production contract official","site:bls.gov software developers occupational employment wages 2025"],"sources":[{"source_id":"S1","title":"Script Supervisor’s Department Competency Framework","publisher":"Fís Éireann/Screen Ireland and Screen Guilds of Ireland","url":"https://www.screenireland.ie/images/uploads/general/Booklet_14_-_Script_Supervisors_Department_2024.pdf","source_class":"OFFICIAL_GUIDANCE","publication_date":"2022","accessed_at":"2026-08-03","claims_supported":["Script supervisors observe and record continuity elements during filming for editorial.","The workflow includes editor logs, director notes, continuity photographs, camera details, eyelines, dialogue, take information, and interdepartmental coordination.","Production and editorial are identifiable recipients of continuity documentation."]},{"source_id":"S2","title":"Film Continuity — AI continuity error detection for dailies","publisher":"Film Continuity","url":"https://www.filmcontinuity.com/","source_class":"COMMERCIAL_FIRST_PARTY","publication_date":"2026","accessed_at":"2026-08-03","claims_supported":["A marketed service already processes raw dailies overnight and produces ranked continuity-difference reports with frame evidence.","The product compares footage within setups, between setups, and across story-continuous scenes.","It positions the output as a human-reviewed safety net rather than a replacement for script supervision."]},{"source_id":"S3","title":"Shotlock — AI Continuity Intelligence","publisher":"Shotlock","url":"https://shotlock.tech/","source_class":"COMMERCIAL_FIRST_PARTY","publication_date":"n.d.","accessed_at":"2026-08-03","claims_supported":["A marketed system claims frame-by-frame analysis of uploaded footage for wardrobe, prop, hair, and scene-continuity reporting.","The vendor expressly alleges substantial manual continuity workload and costly errors reaching post-production, although its quantitative burden and savings claims are unverified first-party marketing claims."]},{"source_id":"S4","title":"QTAKE Sync","publisher":"IN2CORE / QTAKE","url":"https://sync.qtake.app/","source_class":"COMMERCIAL_FIRST_PARTY","publication_date":"n.d.","accessed_at":"2026-08-03","claims_supported":["Existing production software supports synchronized playback, collaborative metadata, role-based access, dailies export, reports, and real-time sharing across departments.","Script supervisors can replay takes and generate reports, while set dressers can compare reference material and production personnel can review selected takes.","The platform demonstrates technical and workflow feasibility for synchronized media-plus-metadata review but not the proposal's governed residual-only protocol."]},{"source_id":"S5","title":"Digital Film and TV Continuity and Scheduling Software","publisher":"Scripte Systems","url":"https://www.scriptesystems.com/home","source_class":"COMMERCIAL_FIRST_PARTY","publication_date":"n.d.","accessed_at":"2026-08-03","claims_supported":["ScriptE is an established continuity and script-supervision software product.","Digital script breakdown, scheduling, costume, hair, makeup, and collaborative continuity workflows are established commercial practice."]},{"source_id":"S6","title":"Automatic retrieval of visual continuity errors in movies","publisher":"University of Oxford / ACM CIVR","url":"https://ie.web.ox.ac.uk/publication/1770615/ora-hyrax","source_class":"PRIMARY_RESEARCH","publication_date":"2009-07-08","accessed_at":"2026-08-03","claims_supported":["A published system automatically identified candidate shot pairs, registered them, suppressed explainable motion, and ranked visual continuity inconsistencies.","The paper reports continuity errors in feature films despite human checking and demonstrates that automated visual comparison is technically plausible.","The work addresses visual errors in completed edited films, not prospective take manifests, protected-condition routing, or production-workflow effectiveness."]},{"source_id":"S7","title":"On-set Generation of Color-corrected Dailies in Digital Cinema Production","publisher":"SMPTE Motion Imaging Journal","url":"https://journal.smpte.org/periodicals/SMPTE%20Motion%20Imaging%20Journal/119/8/16/","source_class":"PRIMARY_RESEARCH","publication_date":"2010-11","accessed_at":"2026-08-03","claims_supported":["File-based dailies workflows integrate data management, backup, color processing, proxy generation, and metadata.","On-set dailies can provide rapid feedback to directors and cinematographers.","The established pipeline makes shadow processing of authorized completed footage technically compatible with production practice."]},{"source_id":"S8","title":"Video Recording","publisher":"Data Protection Commission of Ireland","url":"https://www.dataprotection.ie/en/dpc-guidance/video-recording","source_class":"GOVERNMENT_OR_REGULATOR","publication_date":"2019-02-04","accessed_at":"2026-08-03","claims_supported":["Recording or storing identifiable video or audio can constitute personal-data processing under GDPR.","Commercial recording can create controller or processor obligations and requires an applicable legal basis.","Storage, use, identifiability, context, and recording scope are legally relevant, so access, retention, reuse, and processing authority cannot be assumed from possession of production footage."]}],"problem_evidence":{"support":"MODERATE","rationale":"Official role guidance establishes a labor-intensive, detail-rich continuity and editorial documentation workflow, while published research confirms that visual continuity errors persist despite checking. Multiple vendors visibly sell automation or synchronization around the same work. However, the candidate's specific prevalence claim—that repeated full-take review is a binding attention constraint causing material late discoveries—has no independent production-level prevalence or time-and-motion evidence in the opened sources; the only numerical workload and reshoot assertions are unverified vendor claims.","source_ids":["S1","S2","S3","S6","S7"]},"stakeholder_evidence":{"support":"MODERATE","rationale":"Script supervisors, editors, producers, directors, and department representatives are identifiable users or recipients in official workflow guidance and current products. Vendors explicitly market faster comparison, reduced redundant entry, and shorter continuity reports to these roles, indicating visible need. No named production, studio, insurer, union, or funder was found committing authority, budget, data, or adoption to this exact architecture.","source_ids":["S1","S2","S3","S4","S5"]},"prior_art":{"proximity":"SUBSTANTIAL_COLLISION","closest_analogues":[{"name":"Film Continuity","similarity":"Processes raw dailies, detects and ranks take/setup/scene differences, supplies side-by-side evidence, and asks humans to confirm or dismiss flagged errors before the next shooting day.","remaining_difference":"The public description does not establish a recipient-reconstructible versioned continuity manifest, checksum/heartbeat semantics, immutable prior baselines, independent random raw-audit sampling, consequence-specific protected bypasses, or automatic scene-level decompression.","source_ids":["S2"]},{"name":"Shotlock","similarity":"Claims upload-based, frame-by-frame continuity analysis and production reports covering wardrobe, props, hair, and unshot scenes, directly colliding with automated residual extraction and reduced manual review.","remaining_difference":"The public description does not demonstrate matched baseline versions, reconstructive residual packets, audit sampling, missingness semantics, protected-condition governance, or comparative validation.","source_ids":["S3"]},{"name":"QTAKE Sync","similarity":"Provides synchronized multi-role playback, collaborative production metadata, reference comparison, reports, role controls, and rapid editorial roundtrips.","remaining_difference":"It exposes and organizes takes and metadata rather than making model-relative residuals the primary message under an explicit suppression-error budget and decompression protocol.","source_ids":["S4"]},{"name":"ScriptE Systems","similarity":"Established digital continuity, script-supervision, scheduling, costume, hair, and makeup tooling addresses much of the proposed structured manifest and departmental workflow.","remaining_difference":"No public evidence was found of predictive residual encoding, model checksums, independent suppression audits, heartbeats, or automatic full-review fallback.","source_ids":["S5"]},{"name":"Automatic retrieval of visual continuity errors in movies","similarity":"Published computer-vision research registers candidate shot pairs, suppresses explainable changes, and ranks likely continuity errors.","remaining_difference":"It operates on completed edited films and does not evaluate a live production workflow, shared expected-state manifest, human authority rules, protected variables, or attention savings.","source_ids":["S6"]}],"distinctive_claim_remaining":"Relative to conventional full-dailies review and to a ranked visual-difference report, a human-governed workflow using an immutable, checksummed continuity manifest plus contextualized residual packets, explicit heartbeats, independent random and risk-stratified full-take audits, and rule-triggered decompression will reduce combined review time without reducing adjudicated material-deviation recall, suppressing any protected signal, or increasing total maintenance-plus-review effort. The architectural bundle, not automated continuity detection itself, is the remaining falsifiable distinction.","confidence":"HIGH"},"implementation_evidence":{"support":"MODERATE","rationale":"Automated visual comparison, on-set/file-based dailies, synchronized media-plus-metadata systems, continuity databases, role-based access, and reports all exist separately. A read-only retrospective prototype is therefore technically plausible. Evidence is absent for reliable multimodal comparison of blocking, dialogue, sound, consent, safety, and subtle contextual concerns; for manifest reconstruction accuracy; for calibrated thresholds; and for net workflow savings. Identifiable footage and audio also require a jurisdiction- and contract-specific processing basis, security, retention, and access controls. The candidate's human authority, immutable source, bypass, and rollback design reduces risk but remains untested.","source_ids":["S1","S4","S5","S6","S7","S8"]},"scores":{"meaningful_impact":{"score":3,"rationale":"Continuity and editorial information is operationally important, and late misses can constrain editing, but independent evidence does not quantify prevalence, downstream harm, or avoidable review burden.","source_ids":["S1","S6"]},"stakeholder_pull":{"score":3,"rationale":"Multiple current products target the same named roles and advertise less manual work or faster decisions, but no adopter has expressed demand for the exact governed residual architecture.","source_ids":["S2","S3","S4","S5"]},"incremental_advantage":{"score":2,"rationale":"Automated ranked dailies differences and synchronized continuity workflows already cover much of the functional value; the incremental advantage depends on untested governance, reconstruction, audit, and fallback features.","source_ids":["S2","S3","S4","S5"]},"distinctiveness_plausibility":{"score":3,"rationale":"No opened source described the complete checksummed manifest-plus-residual, heartbeat, independent audit, and decompression bundle, although its main user-visible function substantially collides with existing products.","source_ids":["S2","S3","S4","S5","S6"]},"technical_implementability":{"score":3,"rationale":"Core ingest, comparison, metadata, playback, and reporting components are demonstrated, but robust multimodal and protected-signal performance is not.","source_ids":["S4","S6","S7"]},"adoption_authority_feasibility":{"score":3,"rationale":"The script supervisor, editor, director, and producer have recognizable workflow roles, allowing a read-only shadow test; actual media-processing permission and departmental or union approval remain production-specific.","source_ids":["S1","S8"]},"evidence_readiness":{"score":2,"rationale":"The candidate supplies a bounded protocol and falsifiers, but no comparative pilot data, workload baseline, labeled corpus, threshold calibration, or adopter commitment exists.","source_ids":["S1","S2","S6"]},"safety_net_benefit":{"score":4,"rationale":"Keeping full recordings authoritative, providing human review, independent raw audits, protected bypasses, and full-review fallback is materially safer than autonomous acceptance or deletion, although none of these controls has been validated in use.","source_ids":["S1","S2","S8"]},"scalability":{"score":2,"rationale":"Existing dailies and metadata platforms can scale technically, but manual manifest creation, scene-specific adjudication, cross-department governance, secure media handling, and frequent fallback may scale poorly.","source_ids":["S1","S4","S7","S8"]}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"10K_TO_50K","scope":"Read-only retrospective test on 12 authorized takes across no more than three completed scenes, including manifest preparation, residual generation, two counterbalanced reviewer conditions, independent adjudication, secure temporary processing, and analysis.","confidence":"LOW","assumptions":["Existing proxies and continuity records are available and permission-cleared.","A lightweight prototype or manual-assisted residual workflow is used rather than production software.","Approximately 120-350 combined hours are required across script supervision, editorial review, engineering/analysis, privacy review, and project coordination.","No prospective shooting, reshoot, new capture hardware, or model training is included."],"source_ids":["S1","S6","S7","S8"]},"initial_deployment_startup":{"band_2026_usd":"50K_TO_250K","scope":"Build a secure shadow-mode prototype with manifest versioning, timecode links, structured residual packets, heartbeats, checksums, role-based access, audit sampling, logging, and export into one existing dailies workflow.","confidence":"LOW","assumptions":["Uses existing computer-vision and media infrastructure rather than training a foundation model.","One production workflow and limited continuity-variable ontology are supported.","Includes security/privacy design and user testing but not studio-wide certification or 24/7 support.","Published products establish component feasibility but provide no comparable implementation quote."],"source_ids":["S4","S5","S6","S7","S8"]},"operational_launch":{"band_2026_usd":"250K_TO_1M","scope":"Production-hardened deployment for several productions, including redundant ingest, media security, identity and permission controls, workflow integrations, monitoring, human-review tooling, documentation, validation, incident response, and training.","confidence":"LOW","assumptions":["A small multidisciplinary product team works for roughly 6-12 months.","Launch supports multiple camera/audio formats and at least one major editorial interchange path.","Legal and contractual reviews are jurisdiction- and production-specific.","Costs exclude licensing source footage, reshoots, custom hardware fleets, and development of a general-purpose vision foundation model."],"source_ids":["S4","S5","S7","S8"]},"annual_recurring":{"band_2026_usd":"250K_TO_1M","scope":"Annual operation of a limited commercial or studio program: engineering and support, secure storage and compute, model/threshold monitoring, access administration, audits, incident handling, and periodic workflow revalidation.","confidence":"LOW","assumptions":["Two to five technical/operations equivalents plus fractional continuity, editorial, security, privacy, and legal expertise.","Full-resolution source remains in the production's authoritative storage; the system principally handles proxies, derived metadata, and short audit windows.","Volume is several concurrent productions, not an industry-wide platform.","Compute and retention depend strongly on resolution, take hours, audit rate, and fallback frequency; no directly comparable public price was found."],"source_ids":["S4","S7","S8"]}},"verified_pipeline_gates":{"externally_supported_problem":{"status":"YES","reason":"Official workflow guidance and published research verify that continuity requires extensive observation and documentation and that errors persist despite checking; the precise burden prevalence remains unmeasured.","source_ids":["S1","S6"]},"externally_credible_adopter_or_authorizer":{"status":"YES","reason":"Script supervisors, editors, directors, producers, and production departments are identifiable workflow owners or recipients, and current tools already sell adjacent capabilities to them. No exact pilot commitment is verified.","source_ids":["S1","S2","S4","S5"]},"distinct_testable_incremental_claim":{"status":"YES","reason":"The governed manifest-plus-residual bundle can be compared against both conventional full review and a ranked visual-difference report using review time, reconstruction agreement, class-specific recall, protected-signal recall, false escalations, maintenance time, and fallback frequency.","source_ids":["S2","S4","S6"]},"bounded_next_evidence_step":{"status":"YES","reason":"A 12-take, three-scene maximum retrospective shadow test is bounded, reversible, comparator-based, and includes explicit stop conditions without changing creative or production decisions.","source_ids":["S1","S6","S7","S8"]},"no_unresolved_safety_or_authority_stop":{"status":"UNCERTAIN","reason":"The proposed human authority and full-record controls are sensible, but permissions to analyze identifiable footage and audio, legal basis, access, retention, reuse, union/contract obligations, protected-signal definitions, and safety/consent ownership must be verified for the selected production before data processing.","source_ids":["S1","S8"]},"credible_cost_scope_and_range":{"status":"UNCERTAIN","reason":"The four ranges are transparent resource-equivalent estimates tied to bounded scopes, but no vendor quote, labor-rate build-up, compute benchmark, storage profile, or production-partner estimate was available from the eight direct sources.","source_ids":["S4","S7","S8"]}},"next_evidence_step":"After a production owner, data controller, and relevant continuity/editorial representatives authorize use of previously recorded material, preregister a read-only retrospective shadow test on 12 takes from at most three completed scenes. Freeze the manifest ontology, protected classes, materiality rubric, reconstruction tolerance, audit sampling, and stop rules before generating results. Counterbalance qualified reviewers between (A) conventional complete-dailies-plus-current-notes review, (B) an adjacent-prior-art comparator consisting of ranked visual differences with full clips available, and (C) the proposed checksummed manifest-plus-contextualized-residual workflow with full footage on demand. Use an independent full-take panel, blinded to condition outputs, to adjudicate material deviations by visual continuity, dialogue, sound/sync, editorial context, approved creative variation, consent, and safety class. Measure total review plus manifest-maintenance time, deviation recall and precision by class, protected-signal recall, reconstruction agreement, context requests, checksum/heartbeat failures, fallback frequency, and auditor-discovered suppressed deviations. Falsify advancement if any protected signal is suppressed; either residual condition has materially lower adjudicated recall than full review; reconstruction breaches its preregistered tolerance; the proposed bundle fails to outperform the simpler ranked-difference comparator; or its combined maintenance, audit, fallback, and review time is not lower than conventional review.","blocking_evidence":["No independent estimate of how often full-dailies continuity review is a binding attention constraint or causes late material discoveries.","No production, studio, insurer, union, or funder commitment to provide authorized footage, reviewers, budget, or implementation authority.","No comparative evidence that a versioned manifest improves detection or reviewer efficiency beyond existing visual-difference reports and synchronized continuity software.","No validated ontology or ground truth for subtle blocking, performance context, dialogue realization, low-amplitude sound, consent, safety, accessibility, or representation concerns.","No evidence that reviewers can reconstruct adequate narrative and creative context from expectation plus residual without excessive full-footage requests.","No jurisdiction- and contract-specific determination of lawful processing, notices, access, retention, secondary-use restrictions, or performer and crew permissions.","No benchmark of false escalation, subgroup or atypical-staging recall, drift, checksum failures, audit yield, or fallback load.","No bottom-up vendor, labor, compute, storage, integration, security, and legal cost validation."],"research_disposition":"PARTNERED_RESEARCH_PROGRAM","world_novelty_boundary":"This evaluation measured only source-visible public problem evidence, stakeholder roles, adjacent products, practices, and research represented by the eight opened sources. It did not measure world novelty, patentability, freedom to operate, market size, undisclosed studio systems, non-public product capabilities, or realized impact. The absence of the complete governance bundle from these sources is not evidence that it has never existed.","arm":"COMPLETE_PROPOSAL_PORTFOLIO","candidate_version":0,"controller_recommendation":{"action":"STOP_EMPIRICAL_RESEARCH_NEEDED","repairable":false,"material_progress_observed":true,"progress_targets":["Obtain written authorization from a production owner and applicable data controller for a retrospective, read-only 12-take test, including permitted processing, retention, access, and deletion terms.","Secure participation from a script supervisor, assistant editor or editor, production representative, and independent full-take adjudicators.","Preregister the three comparators, protected classes, materiality rubric, reconstruction tolerance, noninferiority margin, audit sample, and falsification rules.","Measure whether the proposed bundle improves total time and preserves class-specific recall relative to both conventional full review and a simpler ranked visual-difference report.","Demonstrate zero suppressed protected signals in the bounded sample and document every context request, audit miss, version failure, and fallback.","Produce bottom-up pilot and deployment cost estimates using actual reviewer hours, manifest-maintenance time, media volume, compute, storage, integration, security, and legal effort."],"reason":"Bounded web research verifies the continuity workflow, credible stakeholders, technical components, and substantial adjacent prior art, but it cannot establish the remaining claim: that the governance-heavy residual architecture is safer and more efficient than full review or a simpler ranked-difference tool. Resolving that claim requires authorized proprietary footage, qualified reviewers, independent adjudication, and live comparative measurement. Under the controller rule, this is an empirical-research stop and therefore repairable is false."},"proposal_index":1}