A Study to Evaluate the Safety and Tolerability of Treprostinil Palmitil Inhalation Powder in Participants With Pulmonary Hypertension Associated With Interstitial Lung Disease

Model scores of the 29,894 trials active now.

Model score 20% for any early termination, 3% for termination due to slow enrollment. Past trials like this one (phase, sponsor type and disease area, started 2008–2016) ended terminated 20% of the time (389 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 2024-03-14. 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: heartventriculardiseaseplaceboangina
  Phrases that lowered it: participantsevaluate theto evaluatemalevisit
• Accepts healthy volunteers: No (raises risk) · Who can join
• Phase: 2 (raises risk) · Design
• Has a data monitoring committee: Yes (raises risk) · Design
• Design: parallel (raises risk) · Design
• Drug's FAERS reports with a death: 14.5% (lowers risk) · Drug's FDA history
• Minimum age: 18 (raises risk) · Who can join
• Sponsor's past termination rate: 4.8% (raises risk) · Sponsor's track record
• Primary purpose: treatment (raises risk) · Design
• Disease area, cancer: No (lowers risk) · Disease area
• Sponsor type: industry (lowers risk) · Sponsor's track record
• Blinding: double (raises risk) · Design
• Drug's FAERS reports marked serious: 61.7% (lowers risk) · Drug's FDA history
• Number of arms: 2 (raises risk) · Design
• Disease area, cardiovascular: Yes (raises risk) · Disease area
• Disease area, neurology: No (lowers risk) · Disease area
• Disease area, respiratory: Yes (raises risk) · Disease area
• Collaborators: 0 (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 to Evaluate the Efficacy, Safety and Pharmacokinetics of Treprostinil Palmitil Inhalation Powder in Participants With Pulmonary Arterial Hypertension NCT05147805 · started 2022 · scored riskier than 82% of active trials completed
• A Study of Treprostinil Palmitil Inhalation Powder (TPIP) In Pulmonary Arterial Hypertension (PAH) NCT04791514 · started 2022 · scored riskier than 44% of active trials terminated
• Safety and Efficacy of Inhaled Treprostinil in Adult PH With ILD Including CPFE NCT02630316 · started 2017 · scored riskier than 77% of active trials completed
• A Phase 3 Adaptive Study to Evaluate the Safety and Efficacy of Inhaled Treprostinil in Participants With Pulmonary Hypertension (PH) Due to Chronic Obstructive Pulmonary Disease (COPD) NCT03496623 · started 2018 · scored riskier than 34% of active trials terminated
• Open-label, Clinical Study to Evaluate the Safety and Tolerability of TreT in Subjects With PAH Currently Using Tyvaso NCT03950739 · started 2019 · scored riskier than 49% 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.