Event owner lens
Use this record to benchmark whether a comparable event makes the work after the room visible. The score is 28/100, so the next move is to benchmark the weakest pillars before repeating the format.
action-oriented convening agenda analysis
The 3rd International Conference on AI Sensors and Transducers
This action-oriented convening in Technology / AI / Startup shows 21 visible agenda rows from sciforum.net and scores 28/100: a weak visible outcome architecture. The clearest public signals sit in Learning Transfer and Problem Specificity; the main limits are Follow Through and Network Design. Visible mechanisms include Commitments, Feedback, Network design, and Learning transfer. Follow-through or tracking is at least visible enough to inspect, though causal proof still depends on stronger evidence. A practical reading: For a reader, this is a comparison record more than a model to copy: it reads as an action-oriented convening, with the strongest visible signal in learning transfer and problem specificity and the biggest open question around follow through and network design. The practical test is whether the published agenda connects the room to relationship persistence and follow-through. This page is an original public-evidence analysis, not a copy of the source agenda or an endorsement of the event. The score places the visible agenda in the weak visible effectiveness evidence band. The strongest visible pillars are Learning Transfer, Problem Specificity, and Evidence Maturity; the thinnest visible pillars are Network Design, Follow Through, and Participation Architecture. Visible mechanisms include Commitments, Feedback, Network design, Learning transfer, and Personalization. The extracted agenda preview includes 35 visible rows. The most common formats are Poster Session, Unknown, and Presentation; the most common inferred purposes are Showcase, Unknown, and Knowledge Transfer.
Eight-pillar fingerprint
Hover any pillar to see what it measures and, where it scored low, what the agenda is missing.
Participation Architecture?33
Participation Architecture - 33/100. Participant work, contribution, interaction, and alternatives to passive broadcast.Missing: Turn passive airtime into participant work: practice, sensemaking, decisions, critique, or artifact creation.
Follow Through?16
Follow Through - 16/100. Owners, dates, commitments, progress checks, and accountability after the room.Missing: Add named owners, dates, implementation checkpoints, and a visible post-event continuation path.
Problem Specificity?43
Problem Specificity - 43/100. A clear costly problem, objective, decision, or performance target.
Personalization?36
Personalization - 36/100. Role, path, goal, preparation, or connection tailoring for participants.
Network Design?16
Network Design - 16/100. Structured weak ties, bridge-building, mixers, and relationship persistence.Missing: Replace generic networking blocks with designed introductions, ask-offer exchanges, peer groups, or bridge-building rituals.
Learning Transfer?44
Learning Transfer - 44/100. Applied practice, feedback, workplace use, refreshers, and 30-90 day transfer.
Evidence Maturity?37
Evidence Maturity - 37/100. Baseline, comparison, follow-up, isolation, and attribution confidence.
Future-of-Work Fit?35
Future-of-Work Fit - 35/100. Value against time, hybrid reality, accessibility, AI, and meeting load.
Fix the gaps
Exercises matched to this agenda's weakest pillars, from the exercise library. Check each run sheet for its source and intended setting.
Follow Through (16/100)
Exercises that strengthen it: The Comfort Confession · 15% Solutions · Network Patches
Network Design (16/100)
Exercises that strengthen it: Izzat You? · Levitation · Sticks
Participation Architecture (33/100)
Exercises that strengthen it: Make a World · Awestruck 3 Minutes · Spectrum Mapping
Agenda Preview
The actual agenda we captured. Every block is classified by format and purpose. Open any block to see how we read it; the colored edge shows whether it is participant work, broadcast, logistics, or a showcase.
Room vs wrapper
0 percent of the 35 classified blocks put participants to work; the rest broadcast, show, or handle logistics. That mix is what drives the participation score.
Participant workBroadcastShowcaseLogistics
all eventKeynote Speakers (Continuously Updated)KeynoteExpert framing+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisNo participant output visible from this rowRead from source, no work signal
all eventEvent RegistrationRegistrationLogistics+
Format · LogisticsRegistrationCheck-in and logistics, not agenda content.
Evidence basisOutcome inferred from formatInferred from format
all eventLate-breaking Poster Submissions are now open!Poster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
15:00-17:303 August: 8:00-18:00PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:00-18:004 August: 8:00-15:30PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:00-15:305 August: 8:00-18:00PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:00-18:006 August: 8:00-18:00PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:00-18:00Program Overview：PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
all eventNotifications of acceptance and presentation format (oral/poster) will be sent by7 June.Poster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
all eventPoster informationPoster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
all eventYou can use our free template to create your poster. The poster template can be downloaded here.Poster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
all eventKeynote/Invited speaker 550.00 EUR 650.00 EUR Please upload your invitation email.KeynoteExpert framing+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisNo participant output visible from this rowRead from source, no work signal
06:00First/Last Bus Departure from Jeju International Airport: ~PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
05:30Operating hours: ~ , depending on the specific routePresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
all eventKeynote Speakers (Continuously Updated)KeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
all eventEvent RegistrationRegistrationLogistics+
Format · LogisticsRegistrationCheck-in and logistics, not agenda content.
Evidence basisMediumRead from source
all eventLate-breaking Poster Submissions are now open!Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventIf you missed the initial deadline, this is your final opportunity to present your research as part of our poster sessions. The submission portal will remain open for a limited time - please Submit Abstract as soon as possible.Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
15:00-17:303 August: 8:00-18:00UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
8:00-18:004 August: 8:00-15:30UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
8:00-15:305 August: 8:00-18:00UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
8:00-18:006 August: 8:00-18:00UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
8:00-18:00Program Overview：UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
all eventProf. Po-Liang Liu is a professor at the Graduate Institute of Precision Engineering at National Chung-Hsing University. He specializes in first-principles simulations of semiconductor properties, materials genome technologies, gas sensors, and deep-UV photodetectors. Prof. Liu has chaired and keynoted several international conferences and hosted the International Symposium on Precision Engineering from 2020 to 2023.KeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
all eventShengxi Zhou is a Professor in School of Aeronautics, Northwestern Polytechnical University, Xi’an, China. He has published more than 100 papers and received over 13,000 citations in Google Scholar (H-index: 60). He has given more than 90 Keynote/Invited Talks in academic conferences/universities. His current research interests include energy harvesting, nonlinear vibration, piezoelectric robots, signal processing, etc. He is a Member of ASME Energy Harvesting Technical Committee. He is an Associate Editor of Mechanical Systems and Signal Processing, ASME Journal of Computational and Nonlinear Dynamics, and Journal of Dynamic Systems, Measurement and Control. He is an Editorial Board Member of Smart Materials and Structures, npj Self-Powered Electronics, and Applied Nonlinear Dynamics and Vibrations.KeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
all eventDr. Jin Liu is a Professor at the School of Physics, Sun Yat-sen University. He earned his B.Sc. from South China Normal University in 2007 and his Ph.D. from the Technical University of Denmark in 2012. He conducted postdoctoral research at DTU and later at the National Institute of Standards and Technology (NIST) before joining Sun Yat-sen University as a Professor in 2016. Prof. Liu serves as the Director of the Guangzhou Key Laboratory for Integrated Photonics Devices and Applications. His research focuses on nanophotonics and integrated quantum optics, with his group's breakthroughs in super-resolved quantum emitter imaging being selected as one of China’s Top 10 Optical Breakthroughs in 2024.BreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
all eventNotifications of acceptance and presentation format (oral/poster) will be sent by7 June.Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventPoster informationPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventEach presenter will be provided with a vertical poster board. The poster size is 90 cm x 140 cm. Please print your poster prior to the conference. A plan of the poster session will be circulated later on.Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventYou can use our free template to create your poster. The poster template can be downloaded here.Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventThe registration fee includes attendance of all conference symposia, morning / afternoon coffee breaks and lunches, participation in the conference banquet, conference bag. Participation to the conference is considered final only once the registration fees have been paid.MealWellbeing+
Format · LogisticsMealA pacing block. Can carry unstructured networking, not scored as participant work.
Evidence basisMediumRead from source
all eventKeynote/Invited speaker 550.00 EUR 650.00 EUR Please upload your invitation email.KeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
06:00First/Last Bus Departure from Jeju International Airport: ~UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
06:00Departure from Seogwipo (KAL Hotel): ~UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
05:30Operating hours: ~ , depending on the specific routeUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
The Full Reading
Why It Ranks This Way +
Calibrated from GES design 32/100 and verified 32/100 with no fourth-loop cap.
Reader Takeaway. For a reader, this is a comparison record more than a model to copy: it reads as an action-oriented convening, with the strongest visible signal in learning transfer and problem specificity and the biggest open question around follow through and network design. The practical test is whether the published agenda connects the room to relationship persistence and follow-through.
Strongest signals: Learning Transfer, Problem Specificity, and Evidence Maturity. Weakest signals: Network Design, Follow Through, and Participation Architecture.
How This Agenda Could Improve +
- Replace generic networking blocks with designed introductions, ask-offer exchanges, peer groups, or bridge-building rituals.
- Add named owners, dates, implementation checkpoints, and a visible post-event continuation path.
- Turn passive airtime into participant work: practice, sensemaking, decisions, critique, or artifact creation.
Fastest next move: Add named owners, dated next steps, and a visible continuation path before treating the event as outcome-ready.
Role-Specific Reading +
Sponsor lens
Look beyond exposure. Strong sponsor value would show qualified interaction, problem work, buyer learning, customer evidence, or follow-up. The practical sponsor move is to look for structured introductions, buyer-seller fit, and relationship persistence.
Designer lens
The agenda is useful as a pattern sample from sciforum.net. Redesign attention should go first to the lowest-scoring pillars; in practice, turn the thinnest agenda blocks into participant work.
Executive lens
Treat the visible agenda as an operating plan. The executive move is to require owners, dates, and evidence before treating the event as strategic. If owners, proof, and follow-through are not visible, the public record does not yet prove strategic movement.
Aggregator lens
Treat the source URL as evidence, not decoration. The data-product move is to label the source boundary clearly before ranking the record before ranking or syndicating the record.
What GES Means Here +
The Gathering Effectiveness Score is a strict 0-100 public-evidence reading of the agenda across eight pillars. It rewards visible participant work, follow-through, transfer, network design, and proof mechanisms more than polish, speaker fame, attendance, or satisfaction.
Visible mechanisms: Commitments, Feedback, Network design, Learning transfer, Personalization.
Evidence boundary: Scores reflect visible agenda/source evidence and should not be read as proof of causal event impact.
Limitations, Score Caps, and Review Flags +
Limitations
- No baseline measurement is visible.
Score caps
- No fourth-loop score cap applied.
Review flags
- No tracking, validation, feedback, or impact measurement found in the visible source text.
Is this proof the event worked? +
No. This is a strict public-evidence reading of the agenda. Proof would require baseline, comparison, follow-up, attribution, and impact evidence beyond the listing.
What should a reader inspect first? +
Start with the source URL, then compare the eight pillar scores against the agenda rows. The biggest opportunities usually sit in follow-through, evidence maturity, and participant work.
Why publish weak records? +
Weak records are part of the map. They show where public agendas still describe sessions and speakers more often than outcomes, commitments, transfer, or proof.
How should I use the rows? +
Read the agenda rows as the visible design trace: formats, purposes, and evidence labels show what the public source made inspectable, not everything that happened in the room. This is a source-grounded interpretation of the public agenda record, not a copy of the source, and not an endorsement of the event.
Embed the verified badge +
This record is in the hand-verified gold set. Copy the snippet below to embed the verified badge on your own site.
<a href="https://unitedwetransform.com/events/evt_2026_the_3rd_international_conference_on_ai_sensors_and_transducers_aug_2_7_2026_f957b2"><img src="https://unitedwetransform.com/badge/ges-verified.svg" alt="GES verified by United We Transform" height="40"></a>Where To Go Next
Compare this agenda against other Technology / AI / Startup events scored on the same eight pillars.