φ(ai) PHI AI

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). Screening itself is aggregate; opening a candidate's chart is an audited disclosure carrying your purpose of use, and a research purpose is the lane HIPAA treats at 45 CFR §164.512(i) — uses and disclosures for research purposes.

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
Alvaro Carmelo Pouros
MRN-100459
Jan 4, 1958 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
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
Viktor Gomez
MRN-102391
Nov 26, 1957 Cigna met — matched in SQL, this load
Edmond Haag
MRN-102468
May 9, 1969 Blue Cross Blue Shield met — matched in SQL, this load
Emmett Joaquin Leannon
MRN-102748
Nov 2, 1962 Medicare met — matched in SQL, this load
Salvador Gomez
MRN-103056
Jun 30, 1967 Blue Cross Blue Shield 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
Second look drafted by claude-sonnet-5 · 2026-08-30 22:30:42 · informs screening, never enrolls
--- CANDIDATE MRN-100739 ---
Furosemide 40 MG is listed "take as needed" rather than a standing daily order, which raises ambiguity about whether the patient is truly on active, ongoing loop diuretic therapy as SPEC 5.12 requires versus intermittent/PRN use. Active problem list also documents "Victim of intimate partner abuse" (onset 2020), which may warrant a safety check before any coordinator outreach/contact attempt. CHF encounters (2025-07, 2026-01) confirm active disease, supporting inclusion. PROCEED TO COORDINATOR / CHECK FIRST: confirm furosemide is scheduled/active (not PRN-only) and review IPV flag for safe-contact protocol before outreach.

--- CANDIDATE MRN-102195 ---
Furosemide 40 MG is also documented as "take as needed," so verify this reflects genuine ongoing chronic diuretic use given the otherwise robust cardiac regimen (metoprolol, ACEI/HCTZ, nitroglycerin). Notably, patient had an ICU admission for CHF as recently as 2025-08-03 and a CHF problem-focused encounter 2026-02-04, indicating active, possibly unstable disease — this argues strongly for study relevance and inclusion. Age (83) and multiple comorbidities (prior STEMI, ischemic heart disease) should be reviewed for any protocol-specific frailty/exclusion considerations not captured in the SQL screen. PROCEED TO COORDINATOR / CHECK FIRST: confirm current diuretic dosing status post-ICU admission and clinical stability for enrollment.

--- CANDIDATE MRN-104596 ---
Furosemide 40 MG is again "take as needed," so confirm active/chronic dosing status per protocol intent rather than intermittent use. Active problem list includes "Victim of intimate partner abuse" (onset 2021), which should be reviewed for safe-contact protocols before coordinator outreach. Recent ischemic heart disease onset (2026-04-08) and very high LDL (217.99 mg/dL, 2025-05-28) alongside CHF encounters support that this patient has active, clinically significant cardiac disease, arguing for inclusion. PROCEED TO COORDINATOR / CHECK FIRST: verify furosemide dosing schedule and confirm safe-contact plan given IPV history.

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
Second look drafted by claude-sonnet-5 · 2026-08-30 22:31:44 · informs screening, never enrolls
--- CANDIDATE MRN-101187 ---
Bryon Braun (age 50) has active COPD on a fluticasone/salmeterol and albuterol regimen, meeting core criteria, but is also on chronic hydrocodone/acetaminophen for chronic low back pain/chronic pain, which raises concern for respiratory depression risk in an obstructive airway study. Additionally, his most recent creatinine (2.587 mg/dL, 2024-06-07) suggests significant renal impairment that may affect drug dosing/eligibility and should be reconfirmed with a current value. CHECK FIRST: opioid use (respiratory depression risk) and current renal function status.

--- CANDIDATE MRN-106787 ---
Rodger Stanton (age 56) has active chronic obstructive bronchitis on fluticasone/salmeterol and PRN albuterol, with recent encounters through 2025-12-14, satisfying recency and diagnosis criteria without evident cardiopulmonary contraindications. No red-flag comorbidities or high-risk medications are noted, though chronic sinusitis and anemia are listed as active and should be confirmed as non-interfering with pulmonary function testing. PROCEED TO COORDINATOR / CHECK FIRST: confirm anemia severity is not symptomatic/exclusionary for exertional testing.

--- CANDIDATE MRN-108243 ---
Wilbert Leannon (age 63) has long-standing active COPD (onset 1995) on fluticasone/salmeterol and albuterol, but also carries active ischemic heart disease treated with metoprolol, clopidogrel, and nitroglycerin spray, raising concern that beta-agonist/inhaler therapy or study procedures (e.g., bronchoprovocation, exertional testing) could be contraindicated given cardiac status. His most recent encounter (2025-07-28, general exam) is within the 3-year window, but no recent pulmonary-specific visit or spirometry is documented to confirm current COPD activity/control. CHECK FIRST: cardiac clearance for respiratory study procedures and recency of pulmonary-specific evaluation.

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.