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applied learning or working session agenda analysis

SOM Third Year website

This applied learning or working session in Public Sector / Policy / Civic shows 14 visible agenda rows from medschool.duke.edu and scores 42/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Participation Architecture and Learning Transfer; the main limits are Follow Through and Network Design. Visible mechanisms include Participant work, Feedback, Impact evidence, and Network design. Follow-through or tracking is at least visible enough to inspect, though causal proof... A practical reading: For a reader, this is a useful but still incomplete public example: it reads as an applied learning or working session, with the strongest visible signal in participation architecture and learning transfer and the biggest open question around follow through and network design. The practical test is whether the published agenda connects the room to execution quality beyond the public agenda. 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 moderate design signal band. The strongest visible pillars are Participation Architecture, Learning Transfer, and Problem Specificity; the thinnest visible pillars are Follow Through, Network Design, and Evidence Maturity. Visible mechanisms include Participant work, Feedback, Impact evidence, Network design, and Learning transfer. The extracted agenda preview includes 14 visible rows. The most common formats are Training, Unknown, and Workshop; the most common inferred purposes are Skill Building, Unknown, and Co Creation.

Primary source evidence: medschool.duke.edu ↗

Eight-pillar fingerprint

Hover any pillar to see what it measures and, where it scored low, what the agenda is missing.

Participation Architecture?84
Participation Architecture - 84/100. Participant work, contribution, interaction, and alternatives to passive broadcast.
Follow Through?5
Follow Through - 5/100. 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?48
Problem Specificity - 48/100. A clear costly problem, objective, decision, or performance target.
Personalization?46
Personalization - 46/100. Role, path, goal, preparation, or connection tailoring for participants.
Network Design?20
Network Design - 20/100. 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?63
Learning Transfer - 63/100. Applied practice, feedback, workplace use, refreshers, and 30-90 day transfer.
Evidence Maturity?35
Evidence Maturity - 35/100. Baseline, comparison, follow-up, isolation, and attribution confidence.Missing: Add baseline measurement, comparison logic, tracking, or post-event impact reporting so effectiveness is not inferred only from format.
Future-of-Work Fit?36
Future-of-Work Fit - 36/100. Value against time, hybrid reality, accessibility, AI, and meeting load.

Fix the gaps

Field-tested exercises matched to this agenda's weakest pillars, from the exercise library.

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

86 percent of the 14 classified blocks put participants to work; the rest broadcast, show, or handle logistics. That mix is what drives the participation score.

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Participant workBroadcastShowcaseLogistics
all eventGraduate Certificate & Training ProgramsTrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
all eventMadison S. Spach is a James B. Duke Professor Emeritus of medicine and Professor Emeritus of pediatrics in the School of Medicine. A renowned pediatric cardiologist and scientist, his research examined electrophysiology and the mechanisms behind cardiac dysrhythmias. On the faculty from 1960-1996, Spach developed Duke's training program in pediatric cardiology.TrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
all eventIn 1989, shortly before his retirement, the Donald B. Hackel Fellowship in Cardiovascular Pathology was established to support a year of specialized training in pathology for Duke medical students after their second year. This fellowship was made possible in part by a generous charitable gift annuity created by Dr. and Mrs. Hackel. The Department of Pathology extends its heartfelt gratitude to Donald and Irene Hackel, their children Connie Katz, Dr. Andrea Hackel, and Richard Hackel, as well as extended family members, including nephew Bill Lebow, for their generous contributions. The Hackel Fellowship will continue to foster the training of future pathologists for many years to come.TrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
all eventFor additional information, please visit DIHI Scholarship Program website") or contact: Mark Sendak or Suresh Balu.UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventFor more information, please visit the website") or contact Gretchen Oakley.UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventThe Duke-Margolis Institute for Health Policy offers a one-year scholarship to third-year Duke medical students. Applicants must demonstrate a strong interest in and leadership potential for the field of health policy and commit to conducting a Scholarly Research Project on a topic at the intersection of health policy and clinical practice. Scholarly Research Projects are completed under the mentorship of a faculty member affiliated with Duke-Margolis. Applicants must identify an approved mentor who is affiliated with Duke-Margolis and a research project with a health policy focus before applying.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventAll Margolis Scholars are expected to engage in Margolis Scholars program activities, such as health policy coursework, training events in the fall and spring semesters, Margolis research seminars, and small group activities with interdisciplinary groups of students. Scholars will also become part of the broader Duke-Margolis Institute community of faculty, research staff, and external experts working on the cutting edge of health policy and health care transformation.TrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
all eventHealth Policy Training Ideas (200 words or less)TrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
all eventAs a Scholar, you will have access to funds to support additional training in health policy to complement your degree program. What kind of activities would you want to pursue (in research or professional development, for example), and how might you use these funds? (If accepted, it's OK to change your mind; you will not be held to the initial idea(s) you include here).TrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
all eventEligibility: An outstanding Duke third-year medical student who demonstrates a strong interest in research related to personalized, proactive, precise, and patient-centered health care delivery.DemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
all event1. Students must have demonstrated excellence in medical school training.TrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
all eventThe initial phase of the project includes scientific aims geared to test the efficacy of the PROMOTE intervention, which includes web-based training for clinicians, employer medical documentation templates, and patient-facing infographics. The intervention seeks to improve clinician counseling and documentation related to workplace accommodations during pregnancy, ultimately enhancing maternal and infant health outcomes. The research will involve a randomized trial across four obstetric clinics and a diverse cohort of pregnant patients.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventCareer development seminars focused on physician-scientist trainingTrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
all eventLeadership and Population Health TrainingTrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source

The Full Reading

Why It Ranks This Way +

Calibrated from GES design 42/100 and verified 42/100 with no fourth-loop cap.

Reader Takeaway. For a reader, this is a useful but still incomplete public example: it reads as an applied learning or working session, with the strongest visible signal in participation architecture and learning transfer and the biggest open question around follow through and network design. The practical test is whether the published agenda connects the room to execution quality beyond the public agenda.

Strongest signals: Participation Architecture, Learning Transfer, and Problem Specificity. Weakest signals: Follow Through, Network Design, and Evidence Maturity.

How This Agenda Could Improve +
  • Add named owners, dates, implementation checkpoints, and a visible post-event continuation path.
  • Replace generic networking blocks with designed introductions, ask-offer exchanges, peer groups, or bridge-building rituals.
  • Add baseline measurement, comparison logic, tracking, or post-event impact reporting so effectiveness is not inferred only from format.

Fastest next move: Add named owners, dated next steps, and a visible continuation path before treating the event as outcome-ready.

Role-Specific Reading +

Event owner lens

Use this record to benchmark whether a comparable event makes the work after the room visible. The score is 42/100, so the next move is to benchmark the weakest pillars before repeating the format.

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 medschool.duke.edu. 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: Participant work, Feedback, Impact evidence, 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 additional public review flags.
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.

Where To Go Next

Compare this agenda against other Public Sector / Policy / Civic events scored on the same eight pillars.