Trial pre-screening
Three synthetic protocols, screened against the whole corpus by deterministic criteria — every candidate below matched every criterion in SQL, live. The model's job is the second look: it reads the actual charts and argues what the criteria can't see (recall-biased: it may argue someone back IN, it never quietly rules anyone out).
SYNTH-DM2: oral-therapy type 2 diabetes, 45-75
Criteria: Age 45-75 · Active type 2 diabetes · A1c resulted in last 12 months · Not on insulin · Alive
| Candidate | Born | Payer | Every criterion |
|---|---|---|---|
| Maksim Gomez
MRN-100291 |
Jun 1, 1979 | Humana | met — matched in SQL, this load |
| Alvaro Carmelo Pouros
MRN-100459 |
Jan 4, 1958 | Blue Cross Blue Shield | met — matched in SQL, this load |
| Rafael Gomez
MRN-100998 |
Jun 29, 1953 | Blue Cross Blue Shield | met — matched in SQL, this load |
| Bryon Lewis Braun
MRN-101187 |
Jul 3, 1975 | Medicaid | met — matched in SQL, this load |
| Catharine Lavenia Farrell
MRN-101404 |
Oct 22, 1955 | Aetna | met — matched in SQL, this load |
| Catherina Lang
MRN-101411 |
Feb 19, 1961 | Cigna | met — matched in SQL, this load |
| Chanelle Janine Kling
MRN-101453 |
Oct 20, 1963 | Aetna | met — matched in SQL, this load |
| Charline Paucek
MRN-101495 |
Aug 28, 1975 | UnitedHealthcare | met — matched in SQL, this load |
| Diego Gomez
MRN-101684 |
May 27, 1954 | Blue Cross Blue Shield | met — matched in SQL, this load |
| Kaya Grace Todacheene
MRN-101845 |
May 5, 1965 | Aetna | met — matched in SQL, this load |
| Ayita Nez
MRN-101901 |
Nov 15, 1955 | Cigna | met — matched in SQL, this load |
| Takoda Joseph Tsosie
MRN-101915 |
Feb 18, 1971 | Medicare | met — matched in SQL, this load |
--- MRN-100291 --- Most recent Hemoglobin A1c on file is 7.51% dated 2022-10-07, which is outside the 12-month window relative to recent encounters through 2025-10-31; the SQL pull may be using an older/mislabeled result. Patient also carries active anemia and is on ferrous sulfate, which can affect A1c reliability, and is on chronic NSAIDs (ibuprofen, naproxen) with no recent renal labs shown. PROCEED TO COORDINATOR / CHECK FIRST: confirm a valid A1c within the last 12 months and check renal function given chronic NSAID use. --- MRN-100459 --- Active problem list includes Diabetes mellitus type 2 (onset 2024-04-06) with A1c well-controlled at 6.92% (most recent 2026-04-18), but no oral antidiabetic medication appears anywhere in the active medication list — raising the question of whether he is actually on oral therapy or diet-controlled/untreated, which affects eligibility for an "oral-therapy" protocol. He also has significant cardiac history (CABG, ischemic heart disease) and a notably elevated creatinine (2.873 mg/dL, 2018), relevant to drug safety/dosing. PROCEED TO COORDINATOR / CHECK FIRST: verify current diabetes medication regimen (oral agent present or absent) and confirm current renal function. --- MRN-100998 --- No Hemoglobin A1c value appears in the recent abnormal results (only BMI and creatinine trends are shown), so the required "A1c in last 12 months" criterion needs source verification. Patient is on metformin despite a markedly elevated creatinine (2.978 mg/dL, most recent 2017), a classic contraindication/dose-limiting factor for metformin, and is also on multiple opioids (fentanyl, oxycodone, hydrocodone/acetaminophen) for chronic pain, which may affect informed consent/participation. PROCEED TO COORDINATOR / CHECK FIRST: confirm a qualifying recent A1c and reassess current renal function relative to metformin use.
SYNTH-HF: chronic heart failure on loop diuretic
Criteria: Age 18+ · Active heart failure · Active furosemide/bumetanide · Alive
| Candidate | Born | Payer | Every criterion |
|---|---|---|---|
| Ashlee Leon Mann
MRN-100739 |
Feb 23, 1983 | Medicare | met — matched in SQL, this load |
| Dolores Nilsa Herzog
MRN-102195 |
Oct 2, 1942 | Cigna | met — matched in SQL, this load |
| Lavern Metz
MRN-104596 |
Jul 8, 1971 | Cigna | met — matched in SQL, this load |
| Viktor Gomez
MRN-105863 |
Nov 18, 1967 | Aetna | met — matched in SQL, this load |
| Carol Shapiro
MRN-201335 |
Jul 12, 1956 | Medicare | met — matched in SQL, this load |
| Rachel Noor Rosen
MRN-201338 |
Dec 2, 1967 | Blue Cross Blue Shield | met — matched in SQL, this load |
| Riya Riya Gupta
MRN-201341 |
Jul 28, 1948 | Medicare | met — matched in SQL, this load |
| Viktor Gomez
MRN-201417 |
Nov 24, 1951 | Medicare | met — matched in SQL, this load |
| Betty Runningwater
MRN-201596 |
Feb 21, 1956 | Medicare | met — matched in SQL, this load |
| Juan Murphy
MRN-201633 |
Sep 12, 1967 | Humana | met — matched in SQL, this load |
| Michael Katz
MRN-201663 |
Apr 8, 1955 | Medicare | met — matched in SQL, this load |
| Luna Miller
MRN-201749 |
Oct 6, 1969 | Medicaid | met — matched in SQL, this load |
SYNTH-RESP: obstructive airway disease, 40+
Criteria: Age 40+ · Active COPD or asthma · Encounter in last 3 years · Alive
| Candidate | Born | Payer | Every criterion |
|---|---|---|---|
| Bryon Lewis Braun
MRN-101187 |
Jul 3, 1975 | Medicaid | met — matched in SQL, this load |
| Rodger Wilbur Stanton
MRN-106787 |
Jan 5, 1970 | UnitedHealthcare | met — matched in SQL, this load |
| Wilbert Leannon
MRN-108243 |
Dec 4, 1962 | Medicaid | met — matched in SQL, this load |
| Paloma Friedman
MRN-201194 |
Jun 7, 1965 | Medicaid | met — matched in SQL, this load |
| Helen Allen
MRN-201195 |
Aug 12, 1946 | UnitedHealthcare | met — matched in SQL, this load |
| Ivan Anatoly Gomez
MRN-201221 |
Aug 8, 1958 | Medicare | met — matched in SQL, this load |
| Kimana Blackhorse
MRN-201232 |
Jun 22, 1966 | UnitedHealthcare | met — matched in SQL, this load |
| Hototo Blackhorse
MRN-201248 |
Nov 1, 1975 | Medicaid | met — matched in SQL, this load |
| Trang Irina Sheikh
MRN-201281 |
Mar 20, 1975 | Blue Cross Blue Shield | met — matched in SQL, this load |
| Jose Begay
MRN-201298 |
Feb 3, 1967 | UnitedHealthcare | met — matched in SQL, this load |
| Elena Pilar Gomez
MRN-201310 |
Aug 21, 1964 | Blue Cross Blue Shield | met — matched in SQL, this load |
| Hoa Kavya Nowak
MRN-201345 |
Nov 4, 1947 | UnitedHealthcare | met — matched in SQL, this load |
SPEC 5.12, live: SQL is the screen, the model is the second reader, and enrollment is a human conversation this platform only prepares. Synthetic protocols over synthetic patients.