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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

CandidateBornPayerEvery 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
Second look drafted by claude-sonnet-5 · 2026-08-29 22:13:38 · informs screening, never enrolls
--- 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

CandidateBornPayerEvery 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

CandidateBornPayerEvery 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.