Tailles de marché et prévisions 2024–2030 pour R&D, ingénierie externalisée, recherche académique et expérimentation marketing

Abstract ENThis document, produced with the assistance of ChatGPT o3 and ChatGPT 5 Thinking, is released under the Apache 2.0 licence. It is a voluntary defensive publication (prior art) and therefore enters the prior art upon release under the applicable patent statutes: EPC Art. 54(2) (European Patent Convention), French IPC Art. L 611-11 (French Intellectual Property Code), 35 U.S.C. §102(a) (United States Patent Act), Chinese Patent Law Art. 22(5) (中华人民共和国专利法), and Japanese Patent Act Art. 29(1) (特許法). It discloses an enabling, system-level framework to measure and increase R&D ROI across software, sensors, hardware and AI: Identity/Consent, Data Fabric & Lineage, Event/Timeseries, Experiment & Causal OS, ROI Ledger, Asset/Variant Graph, IP Pipeline, HITL AI, Edge/Drivers and GRC. Every proposal includes key components, QA/validation steps, and reproducible workflows, and is classified with IPC/CPC codes. Timestamp proof (RFC 3161 / FreeTSA) and WORM evidence are referenced to establish integrity and priority. Résumé FRCe document, produit avec l’assistance de ChatGPT o3 et ChatGPT 5 Thinking, est diffusé sous licence Apache 2.0. Il constitue une publication défensive volontaire (antériorité) et entre de ce fait dans l’état de la technique conformément aux régimes légaux applicables : art. 54(2) CBE (Convention sur le brevet européen), art. L 611-11 CPI (Code de la propriété intellectuelle français), 35 U.S.C. §102(a) (United States Patent Act), loi chinoise sur les brevets art. 22(5) (中华人民共和国专利法), et loi japonaise sur les brevets art. 29(1) (特許法). Il décrit de manière « enabling » un framework commun logiciel–capteurs–hardware–IA pour mesurer et augmenter le ROI de la R&D : Identity/Consent, Data Fabric & Lineage, Event/Timeseries, Experiment & Causal OS, ROI Ledger, Asset/Variant Graph, IP Pipeline, IA HITL, Edge/Drivers et GRC. Chaque proposition inclut composants, QA/validation et workflows reproductibles, avec classification IPC/CPC. Une preuve d’horodatage (RFC 3161 / FreeTSA) et un coffre WORM garantissent l’intégrité et la priorité. Timestamp: 2025-10-12T14:41:29ZSHA-256: 76163b1e3c46e55b69d79956f2c9e9805e8df1f1f997c9f9330be145f6605d82 Liste des innovations & classification (IPC ; CPC) 1) Bitemporal ROI Ledger — IPC G06Q 10/06 ; CPC G06F 16/2452) Experiment & Causal OS — IPC G06F 11/36 ; CPC G06N 20/003) IP-Graph claims→functions — IPC G06F 16/903 ; CPC G06Q 50/224) Universal TS Lineage — IPC G06F 16/23 ; CPC G05B 19/4185) Attested Edge Gateway — IPC H04L 29/08 ; CPC G01D 3/086) Closed-loop DoE Control — IPC G05B 13/02 ; CPC G05D 23/197) Causal PR/Marketing Kit — IPC G06Q 30/02 ; CPC G06N 20/008) Unified Identity/Consent — IPC G06F 21/62 ; CPC G06Q 50/269) Kill/Scale Decision Policy — IPC G06Q 10/10 ; CPC G06N 20/1010) Product Variant Graph — IPC G06F 8/72 ; CPC G06F 16/24511) Evidence WORM Vault — IPC G06F 12/14 ; CPC H04L 9/3212) HITL Signal QA — IPC G06N 20/00 ; CPC G06F 18/21413) Frugal Edge Quantization — IPC G06N 20/00 ; CPC H04W 52/0214) Unified Driver Kit — IPC G06F 13/42 ; CPC G05B 19/41815) Traceable SBOM/ModelBOM — IPC G06F 21/57 ; CPC G06F 8/6516) Carbon/Energy Scheduler — IPC G06Q 50/26 ; CPC G06F 9/5017) Calibration-as-a-Service — IPC G01D 18/00 ; CPC G06Q 10/0618) AI Safety Sandbox — IPC G06F 9/44 ; CPC G06F 11/3619) Causal Sample Logistics — IPC G01N 33/00 ; CPC G06Q 10/0820) ToF/Vision QA at Station — IPC G01N 21/88 ; CPC G06T 7/24621) Causal Runtime Twin — IPC G06F 30/17 ; CPC G06N 20/0022) Federated Causal Learning — IPC G06F 21/62 ; CPC G06N 3/0823) Bitemporal Avro/Parquet — IPC G06F 16/28 ; CPC G06F 16/24524) HITL IP Pipeline — IPC G06F 16/903 ; CPC G06Q 50/2225) AI Act/GRC Score — IPC G06Q 50/26 ; CPC G06F 11/3626) Low-CO₂e EMI Enclosure — IPC H05K 9/00 ; CPC H05K 7/2027) QC Microfluidic Cartridge — IPC B01L 3/00 ; CPC G01N 35/1028) Low-light ToF Reconstruction — IPC G06T 7/246 ; CPC G01S 17/8929) Adherence/Trial Patch — IPC A61B 5/00 ; CPC A61B 5/680230) Carbon-aware A/B Traffic — IPC G06F 9/50 ; CPC G06Q 50/2631) Experiment Marketplace — IPC G06Q 10/10 ; CPC G06Q 30/0232) WORM Cold-chain Datalogger — IPC G01N 33/49 ; CPC G06F 12/1433) Multi-tenant GPU ROI — IPC G06F 9/50 ; CPC G06Q 10/1034) Immutable Feature Store — IPC G06F 16/903 ; CPC G06F 18/21435) Secure QUIC–OPC UA — IPC H04L 29/06 ; CPC G05B 19/41836) Causal LLM Guard — IPC G06N 20/00 ; CPC G06F 11/3637) GPU Carbon/Latency Scheduler — IPC G06F 9/50 ; CPC G06Q 50/2638) eIDAS-notarized Logs — IPC H04L 9/32 ; CPC G06F 21/6239) Lightweight DoE Twin — IPC G05B 13/02 ; CPC G05D 23/1940) Digital Standards Library — IPC G01M 99/00 ; CPC G01D 18/0041) Evidence Escrow Tokens — IPC G06Q 20/06 ; CPC H04L 9/3242) Sensorized Store A/B — IPC G06Q 30/02 ; CPC G06T 7/24643) Material Quality Variant-Graph — IPC G05B 19/418 ; CPC G06F 16/24544) Consent-to-Run Binder — IPC G06F 21/62 ; CPC G06Q 50/2645) Secure Boot & OTA for R&D — IPC H04L 9/32 ; CPC G06F 21/5746) DP Experimental Metering — IPC G06F 21/62 ; CPC G06N 3/0847) Safe Clinical Bandit — IPC A61B 5/00 ; CPC G06N 20/0048) Auto-calibration Sensor Fusion — IPC G01D 18/00 ; CPC G06T 7/24649) NFC Sealed Sample Vial — IPC G01N 33/49 ; CPC G06F 12/1450) Controlled SC Forecasting — IPC G06Q 30/02 ; CPC G06N 20/0051) PQ Evidence Sealing — IPC H04L 9/32 ; CPC G06F 21/6252) Real-time LCA per Run — IPC G06Q 50/26 ; CPC Y02E 60/0053) Lab Microgrid Scheduler — IPC G05B 13/02 ; CPC Y02E 40/1054) HPC Heat Recovery Loop — IPC F24F 12/00 ; CPC F24F 5/0055) TEE Causal Meta-analysis — IPC G06F 21/62 ; CPC G06N 3/0856) OpenAPI Causal Schema — IPC G06F 16/903 ; CPC G06F 8/6057) Portable Universal Test Rig — IPC G01M 1/00 ; CPC G05B 19/41858) Online Change Detection — IPC G06F 11/36 ; CPC G06N 20/0059) Edge Vibration QA — IPC G01H 1/00 ; CPC G01M 7/0060) Model Survival/Degradation — IPC G06N 20/00 ; CPC G06F 18/21461) Fairness-aware Experimentation — IPC G06N 20/00 ; CPC G06F 19/34462) Auto Docs bound to Evidence — IPC G06F 16/903 ; CPC G06F 8/3563) Causal MR Operator Guidance — IPC G06T 19/00 ; CPC G06F 3/0164) Multimodal Sensor Emulator — IPC G09B 25/02 ; CPC G06T 7/00 KeywordsROI-ledger, bitemporal, Merkle, causal-engine, experimentation, guardrails, patent-graph, SEP, NLP, lineage, timeseries, OPC-UA, edge-gateway, attestation, PTP, DOE, MPC, closed-loop, geo-lift, DiD, consent, privacy, audit, NPV, sequential, policy, variant-graph, traceability, WORM, notarization, HITL, drift, quantization, edge, power-saving, device-drivers, schema, SBOM, attestation, carbon-aware, scheduling, calibration, metrology, canary, feature-flags, rollback, cold-chain, impact, validity, tof-vision, quality, causal-twin, uplift, online, federated, privacy, avro, parquet, claims-drafting, prior-art, ai-act, compliance, scoring, enclosure, EMI, LCA, microfluidics, pre-analytics, QC, time-of-flight, denoise, phantom, adherence, wearable, AB-test, bandits, carbon, allocation, marketplace, escrow, ethics, cold-chain, logger, validity, finops, gpu-metering, bitemporal, feature-store, WORM, causality, opcua, quic, low-latency, llm, guardrails, uplift, carbon-aware, scheduler, hpc, eidas, notarization, audit, digital-twin, doe, safety, digital-phantom, calibration, QC, escrow, evidence, licensing, retail-ab, sensors, geolift, material-graph, SPC, traceability, consent, purpose, binding, secure-boot, OTA, attestation, differential-privacy, metering, epsilon, safe-bandit, clinical, allocation, calibration, sensor-fusion, fiducial, nfc, chain-of-custody, sample, synthetic-control, launch, uplift, post-quantum, signature, notarization, LCA, carbon, telemetry, microgrid, scheduling, demand-response, heat-recovery, HPC, HVAC, secure-aggregation, causal, TEE, openapi, schema, interoperability, portable-rig, DAQ, PTP, change-point, drift, rollback, vibration, anomaly, maintenance, survival-analysis, retraining, fairness, constraints, experimentation, documentation, automation, lineage, mixed-reality, guidance, sensor-emulator, sim2real, fidelity

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-10-12
DOI
https://doi.org/10.5281/zenodo.17334058
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Tailles de marché et prévisions 2024–2030 pour R&D, ingénierie externalisée, recherche académique et expérimentation marketing

Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence in Healthcare and Education
article

Tailles de marché et prévisions 2024–2030 pour R&D, ingénierie externalisée, recherche académique et expérimentation marketing

article en

Abstract

Abstract ENThis document, produced with the assistance of ChatGPT o3 and ChatGPT 5 Thinking, is released under the Apache 2.0 licence. It is a voluntary defensive publication (prior art) and therefore enters the prior art upon release under the applicable patent statutes: EPC Art. 54(2) (European Patent Convention), French IPC Art. L 611-11 (French Intellectual Property Code), 35 U.S.C. §102(a) (United States Patent Act), Chinese Patent Law Art. 22(5) (中华人民共和国专利法), and Japanese Patent Act Art. 29(1) (特許法). It discloses an enabling, system-level framework to measure and increase R&D ROI across software, sensors, hardware and AI: Identity/Consent, Data Fabric & Lineage, Event/Timeseries, Experiment & Causal OS, ROI Ledger, Asset/Variant Graph, IP Pipeline, HITL AI, Edge/Drivers and GRC. Every proposal includes key components, QA/validation steps, and reproducible workflows, and is classified with IPC/CPC codes. Timestamp proof (RFC 3161 / FreeTSA) and WORM evidence are referenced to establish integrity and priority. Résumé FRCe document, produit avec l’assistance de ChatGPT o3 et ChatGPT 5 Thinking, est diffusé sous licence Apache 2.0. Il constitue une publication défensive volontaire (antériorité) et entre de ce fait dans l’état de la technique conformément aux régimes légaux applicables : art. 54(2) CBE (Convention sur le brevet européen), art. L 611-11 CPI (Code de la propriété intellectuelle français), 35 U.S.C. §102(a) (United States Patent Act), loi chinoise sur les brevets art. 22(5) (中华人民共和国专利法), et loi japonaise sur les brevets art. 29(1) (特許法). Il décrit de manière « enabling » un framework commun logiciel–capteurs–hardware–IA pour mesurer et augmenter le ROI de la R&D : Identity/Consent, Data Fabric & Lineage, Event/Timeseries, Experiment & Causal OS, ROI Ledger, Asset/Variant Graph, IP Pipeline, IA HITL, Edge/Drivers et GRC. Chaque proposition inclut composants, QA/validation et workflows reproductibles, avec classification IPC/CPC. Une preuve d’horodatage (RFC 3161 / FreeTSA) et un coffre WORM garantissent l’intégrité et la priorité. Timestamp: 2025-10-12T14:41:29ZSHA-256: 76163b1e3c46e55b69d79956f2c9e9805e8df1f1f997c9f9330be145f6605d82 Liste des innovations & classification (IPC ; CPC) 1) Bitemporal ROI Ledger — IPC G06Q 10/06 ; CPC G06F 16/2452) Experiment & Causal OS — IPC G06F 11/36 ; CPC G06N 20/003) IP-Graph claims→functions — IPC G06F 16/903 ; CPC G06Q 50/224) Universal TS Lineage — IPC G06F 16/23 ; CPC G05B 19/4185) Attested Edge Gateway — IPC H04L 29/08 ; CPC G01D 3/086) Closed-loop DoE Control — IPC G05B 13/02 ; CPC G05D 23/197) Causal PR/Marketing Kit — IPC G06Q 30/02 ; CPC G06N 20/008) Unified Identity/Consent — IPC G06F 21/62 ; CPC G06Q 50/269) Kill/Scale Decision Policy — IPC G06Q 10/10 ; CPC G06N 20/1010) Product Variant Graph — IPC G06F 8/72 ; CPC G06F 16/24511) Evidence WORM Vault — IPC G06F 12/14 ; CPC H04L 9/3212) HITL Signal QA — IPC G06N 20/00 ; CPC G06F 18/21413) Frugal Edge Quantization — IPC G06N 20/00 ; CPC H04W 52/0214) Unified Driver Kit — IPC G06F 13/42 ; CPC G05B 19/41815) Traceable SBOM/ModelBOM — IPC G06F 21/57 ; CPC G06F 8/6516) Carbon/Energy Scheduler — IPC G06Q 50/26 ; CPC G06F 9/5017) Calibration-as-a-Service — IPC G01D 18/00 ; CPC G06Q 10/0618) AI Safety Sandbox — IPC G06F 9/44 ; CPC G06F 11/3619) Causal Sample Logistics — IPC G01N 33/00 ; CPC G06Q 10/0820) ToF/Vision QA at Station — IPC G01N 21/88 ; CPC G06T 7/24621) Causal Runtime Twin — IPC G06F 30/17 ; CPC G06N 20/0022) Federated Causal Learning — IPC G06F 21/62 ; CPC G06N 3/0823) Bitemporal Avro/Parquet — IPC G06F 16/28 ; CPC G06F 16/24524) HITL IP Pipeline — IPC G06F 16/903 ; CPC G06Q 50/2225) AI Act/GRC Score — IPC G06Q 50/26 ; CPC G06F 11/3626) Low-CO₂e EMI Enclosure — IPC H05K 9/00 ; CPC H05K 7/2027) QC Microfluidic Cartridge — IPC B01L 3/00 ; CPC G01N 35/1028) Low-light ToF Reconstruction — IPC G06T 7/246 ; CPC G01S 17/8929) Adherence/Trial Patch — IPC A61B 5/00 ; CPC A61B 5/680230) Carbon-aware A/B Traffic — IPC G06F 9/50 ; CPC G06Q 50/2631) Experiment Marketplace — IPC G06Q 10/10 ; CPC G06Q 30/0232) WORM Cold-chain Datalogger — IPC G01N 33/49 ; CPC G06F 12/1433) Multi-tenant GPU ROI — IPC G06F 9/50 ; CPC G06Q 10/1034) Immutable Feature Store — IPC G06F 16/903 ; CPC G06F 18/21435) Secure QUIC–OPC UA — IPC H04L 29/06 ; CPC G05B 19/41836) Causal LLM Guard — IPC G06N 20/00 ; CPC G06F 11/3637) GPU Carbon/Latency Scheduler — IPC G06F 9/50 ; CPC G06Q 50/2638) eIDAS-notarized Logs — IPC H04L 9/32 ; CPC G06F 21/6239) Lightweight DoE Twin — IPC G05B 13/02 ; CPC G05D 23/1940) Digital Standards Library — IPC G01M 99/00 ; CPC G01D 18/0041) Evidence Escrow Tokens — IPC G06Q 20/06 ; CPC H04L 9/3242) Sensorized Store A/B — IPC G06Q 30/02 ; CPC G06T 7/24643) Material Quality Variant-Graph — IPC G05B 19/418 ; CPC G06F 16/24544) Consent-to-Run Binder — IPC G06F 21/62 ; CPC G06Q 50/2645) Secure Boot & OTA for R&D — IPC H04L 9/32 ; CPC G06F 21/5746) DP Experimental Metering — IPC G06F 21/62 ; CPC G06N 3/0847) Safe Clinical Bandit — IPC A61B 5/00 ; CPC G06N 20/0048) Auto-calibration Sensor Fusion — IPC G01D 18/00 ; CPC G06T 7/24649) NFC Sealed Sample Vial — IPC G01N 33/49 ; CPC G06F 12/1450) Controlled SC Forecasting — IPC G06Q 30/02 ; CPC G06N 20/0051) PQ Evidence Sealing — IPC H04L 9/32 ; CPC G06F 21/6252) Real-time LCA per Run — IPC G06Q 50/26 ; CPC Y02E 60/0053) Lab Microgrid Scheduler — IPC G05B 13/02 ; CPC Y02E 40/1054) HPC Heat Recovery Loop — IPC F24F 12/00 ; CPC F24F 5/0055) TEE Causal Meta-analysis — IPC G06F 21/62 ; CPC G06N 3/0856) OpenAPI Causal Schema — IPC G06F 16/903 ; CPC G06F 8/6057) Portable Universal Test Rig — IPC G01M 1/00 ; CPC G05B 19/41858) Online Change Detection — IPC G06F 11/36 ; CPC G06N 20/0059) Edge Vibration QA — IPC G01H 1/00 ; CPC G01M 7/0060) Model Survival/Degradation — IPC G06N 20/00 ; CPC G06F 18/21461) Fairness-aware Experimentation — IPC G06N 20/00 ; CPC G06F 19/34462) Auto Docs bound to Evidence — IPC G06F 16/903 ; CPC G06F 8/3563) Causal MR Operator Guidance — IPC G06T 19/00 ; CPC G06F 3/0164) Multimodal Sensor Emulator — IPC G09B 25/02 ; CPC G06T 7/00 KeywordsROI-ledger, bitemporal, Merkle, causal-engine, experimentation, guardrails, patent-graph, SEP, NLP, lineage, timeseries, OPC-UA, edge-gateway, attestation, PTP, DOE, MPC, closed-loop, geo-lift, DiD, consent, privacy, audit, NPV, sequential, policy, variant-graph, traceability, WORM, notarization, HITL, drift, quantization, edge, power-saving, device-drivers, schema, SBOM, attestation, carbon-aware, scheduling, calibration, metrology, canary, feature-flags, rollback, cold-chain, impact, validity, tof-vision, quality, causal-twin, uplift, online, federated, privacy, avro, parquet, claims-drafting, prior-art, ai-act, compliance, scoring, enclosure, EMI, LCA, microfluidics, pre-analytics, QC, time-of-flight, denoise, phantom, adherence, wearable, AB-test, bandits, carbon, allocation, marketplace, escrow, ethics, cold-chain, logger, validity, finops, gpu-metering, bitemporal, feature-store, WORM, causality, opcua, quic, low-latency, llm, guardrails, uplift, carbon-aware, scheduler, hpc, eidas, notarization, audit, digital-twin, doe, safety, digital-phantom, calibration, QC, escrow, evidence, licensing, retail-ab, sensors, geolift, material-graph, SPC, traceability, consent, purpose, binding, secure-boot, OTA, attestation, differential-privacy, metering, epsilon, safe-bandit, clinical, allocation, calibration, sensor-fusion, fiducial, nfc, chain-of-custody, sample, synthetic-control, launch, uplift, post-quantum, signature, notarization, LCA, carbon, telemetry, microgrid, scheduling, demand-response, heat-recovery, HPC, HVAC, secure-aggregation, causal, TEE, openapi, schema, interoperability, portable-rig, DAQ, PTP, change-point, drift, rollback, vibration, anomaly, maintenance, survival-analysis, retraining, fairness, constraints, experimentation, documentation, automation, lineage, mixed-reality, guidance, sensor-emulator, sim2real, fidelity

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 52%
Artificial Intelligence in Healthcare and Education
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.