Trial to Evaluate Efficacy and Safety of Pembrolizumab and Gemcitabine in HER2-negative ABC

Model scores of the 29,894 trials active now.

Model score 22% for any early termination, 8% for termination due to slow enrollment. Past trials like this one (phase, sponsor type and disease area, started 2008–2016) ended terminated 16% of the time (1,198 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 2021-07-22. 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: cellsin situcarcinomagemcitabinetherapy
  Phrases that lowered it: trialintendedefficacy andand safetydays
• Sponsor's past termination rate: 19.0% (raises risk) · Sponsor's track record
• Accepts healthy volunteers: No (raises risk) · Who can join
• Phase: 2 (raises risk) · Design
• Drug's FAERS reports with a death: 28.3% (raises risk) · Drug's FDA history
• Design: single group (raises risk) · Design
• Disease area, cancer: No (lowers risk) · Disease area
• Trials the sponsor started in the prior 2 years: 1 (raises risk) · Sponsor's track record
• Sponsor type: academic or other (raises risk) · Sponsor's track record
• Minimum age: 18 (raises risk) · Who can join
• Number of arms: 1 (raises risk) · Design
• Primary purpose: treatment (raises risk) · Design
• Maximum age: not given (raises risk) · Who can join
• Drug's FAERS reports in the prior 12 months: 6439 (lowers risk) · Drug's FDA history
• Collaborators: 1 (raises risk) · Design
• Drug's FAERS reports marked serious: 91.6% (raises risk) · Drug's FDA history
• Responsible party: sponsor (lowers risk) · Design
• Blinding: none (raises risk) · Design

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.

• A Study With Pembrolizumab in Combination With Dual Anti-HER2 Blockade With Trastuzumab and Pertuzumab in Early Breast Cancer Patients With Molecular HER2-enriched Intrinsic Subtype (Keyriched-1) NCT03988036 · started 2020 · scored riskier than 83% of active trials completed
• Anti-PD-1 Monoclonal Antibody in Advanced, Trastuzumab-resistant, HER2-positive Breast Cancer NCT02129556 · started 2014 · scored riskier than 86% of active trials completed
• Pembrolizumab + Paclitaxel in HR+/HER2- Non-luminal (by PAM50) Advanced Breast Cancer After CDK4/6 Inhibitor Progression NCT04251169 · started 2020 · scored riskier than 90% of active trials terminated
• Ph II Study of Pembrolizumab & Eribulin in Patients With HR+/HER2- MBC Previously Treated With Anthracyclines & Taxanes NCT03222856 · started 2017 · scored riskier than 97% of active trials completed
• Trastuzumab Deruxtecan in First-line HER2-positive Locally Advanced/MBC Patients Resistant to Trastuzumab+Pertuzumab NCT05744375 · started 2023 · scored riskier than 90% of active trials terminated

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.