Comparison of Dendritic Cell-Based Therapeutic Vaccine Strategies for HIV Functional Cure

Model scores of the 29,894 trials active now.

Model score 11% for any early termination, 2% for termination due to slow enrollment. Past trials like this one (phase, sponsor type and disease area, started 2008–2016) ended terminated 6% of the time (340 trials).

Finished trial that started in 2015 or later: the model never saw it during training.

Cumulative chance of ending terminated (red) or completed (green) by each year from its start; it actually ended on 2025-02-19. The rest of the way to 100% is still running.

From the competing-risks survival model (termination vs completion, still-running trials censored), fit to trials that started 2008–2014 and recalibrated to termination rates over 2022–2024, since termination has become more common. Checked on past years, it still ran a little low when the rise continued.

• Accepts healthy volunteers: No (raises risk) · Who can join
• Sponsor's past termination rate: 0% (lowers risk) · Sponsor's track record
• Phase: 1 (lowers risk) · Design
• Wording of the registration (title, summary, criteria) (lowers risk) · Wording Phrases that raised it: cellentrycellsulnreceiving
  Phrases that lowered it: participantparticipantsvaccinecopies mlhiv rna
• Responsible party: sponsor investigator (raises risk) · Design
• Design: parallel (raises risk) · Design
• Number of arms: 6 (lowers risk) · Design
• Disease area, cancer: No (lowers risk) · Disease area
• Trials the sponsor started in the prior 2 years: 0 (raises risk) · Sponsor's track record
• Has a data monitoring committee: Yes (raises risk) · Design
• Primary purpose: treatment (raises risk) · Design
• Sponsor type: academic or other (raises risk) · Sponsor's track record
• Minimum age: 18 (raises risk) · Who can join
• Blinding: quadruple (lowers risk) · Design
• Maximum age: 70 (lowers risk) · Who can join
• Collaborators: 1 (raises risk) · Design
• Drug's FAERS reports marked serious: no FAERS history (raises risk) · Drug's FDA history
• Drug's FAERS reports with a death: no FAERS history (raises risk) · Drug's FDA history
• Sponsor's past trials: 2 (raises risk) · Sponsor's track record

Every input that moved this score, largest first: SHAP contributions in log-odds, red raising risk and green lowering it. They describe the model, not causes of termination. Phrases are traced from the text features back to this registration's words, approximately.

• Evaluation of Trimer 4571 Therapeutic Vaccination in Adults Living With HIV on Suppressive Antiretroviral Therapy NCT04985760 · started 2021 · scored riskier than 17% of active trials completed
• Safety and Immunogenicity of HIV-1 Vaccines C62-M4 or C1C62-M3M4 in Persons With HIV-1 Suppressed on ART NCT05604209 · started 2022 · scored riskier than 17% of active trials completed
• Dose, Safety, Tolerability, and Immunogenicity of an HIV-1 Vaccine, VRC-HIVRGP096-00-VP, With Alum in Healthy Adults NCT03783130 · started 2019 · scored riskier than 5% of active trials completed
• Immune Responses to Two Experimental HIV Vaccines in Healthy Adults NCT01386489 · started 2011 · scored riskier than 8% of active trials completed
• Safety, Immunogenicity, Efficacy of Ad26.Mos4.HIV, MVA-BN-HIV and PGT121, PGDM1400, and VRC07-523LS in HIV-1-Infected Adults NCT04983030 · started 2022 · scored riskier than 14% of active trials completed

Closest by meaning of the registration text (PubMedBERT embeddings), among finished trials. How they ended is context, not an input to this trial's score.