Pembrolizumab and Nab Paclitaxel in Patients With Metastatic Urothelial Carcinoma

Model scores of the 29,894 trials active now.

Model score 25% for any early termination, 10% for termination due to slow enrollment. Past trials like this one (phase, sponsor type and disease area, started 2008–2016) ended terminated 26% of the time (3,728 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 2020-01-21. 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.

• Wording of the registration (title, summary, criteria) (raises risk) · Wording Phrases that raised it: subjects withsubjectmetastaticof studytherapy
  Phrases that lowered it: dayschildrenvaccinescreeningday
• Accepts healthy volunteers: No (raises risk) · Who can join
• Phase: 2 (raises risk) · Design
• Disease area, cancer: Yes (raises risk) · Disease area
• Sponsor's past termination rate: 8.3% (raises risk) · Sponsor's track record
• Has a data monitoring committee: Yes (raises risk) · Design
• Design: single group (raises risk) · Design
• Sponsor type: academic or other (raises risk) · Sponsor's track record
• Drug's FAERS reports in the prior 12 months: 13809 (lowers risk) · Drug's FDA history
• Minimum age: 18 (raises risk) · Who can join
• Drug's FAERS reports with a death: 23.2% (raises risk) · Drug's FDA history
• Primary purpose: treatment (raises risk) · Design
• Drug's FAERS reports before start: 57637 (lowers risk) · Drug's FDA history
• Maximum age: not given (raises risk) · Who can join
• Number of arms: 1 (raises risk) · Design
• Responsible party: sponsor (lowers risk) · Design
• Blinding: none (raises risk) · Design
• Drug's FAERS reports marked serious: 91.3% (raises risk) · Drug's FDA history
• Collaborators: 0 (raises risk) · Design
• Trials the sponsor started in the prior 2 years: 16 (lowers 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.

• Testing the PD-1 Inhibitor Pembrolizumab as Maintenance Therapy After Initial Chemotherapy in Metastatic Bladder Cancer NCT02500121 · started 2015 · scored riskier than 99% of active trials completed
• Paclitaxel and Pembrolizumab in Treating Patients With Refractory Metastatic Urothelial Cancer NCT02581982 · started 2016 · scored riskier than 64% of active trials completed
• Phase I/Ib Study of Pembrolizumab With Vorinostat for Patients With Advanced Renal or Urothelial Cell Carcinoma NCT02619253 · started 2016 · scored riskier than 60% of active trials completed
• Study of Pembrolizumab and Cabozantinib in Patients With Metastatic Renal Cell Carcinoma NCT03149822 · started 2017 · scored riskier than 76% of active trials completed
• APX005M With Nivolumab and Cabiralizumab in Advanced Melanoma, Non-small Cell Lung Cancer or Renal Cell Carcinoma NCT03502330 · started 2018 · scored riskier than 52% 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.