chendun1995 and Claude Opus 5.5
d369a16208
D55: EHR/registry-like world (noisy severity), non-random trial consent, trial analyses at 12/24/60 months
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Co-Authored-By: Claude Opus 5.5 <[email protected] >
2026-10-28 16:26:01 -04:00
chendun1995 and Claude Opus 5.5
307f75b63e
Literature review 3: surgical RCT challenges vs TTE (merged from three verified drafts), draft Table 1, candidate simulation additions
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Co-Authored-By: Claude Opus 5.5 <[email protected] >
2026-10-28 16:13:29 -04:00
chendun1995 and Claude Opus 5.5
ffdc23ad63
D54: paper framing - can TTE overcome the problems of surgical RCTs
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Co-Authored-By: Claude Opus 5.5 <[email protected] >
2026-10-28 15:46:49 -04:00
chendun1995 and Claude Opus 5.5
63114352b7
Report: bootstrap SE section (Table 6)
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Co-Authored-By: Claude Opus 5.5 <[email protected] >
2026-10-28 07:21:33 -04:00
chendun1995 and Claude Opus 5.5
5304c89316
D53: landmark on baseline covariates (month-5 version as landmark_m5), NCO-1 depends on PVI-free severity, physician-cluster bootstrap script
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Co-Authored-By: Claude Opus 5.5 <[email protected] >
2026-10-28 07:20:32 -04:00
chendun1995 and Claude Opus 5.5
fbc417662c
Draft results: performance summary, draft report (Figs 1-3, Tables 2-5), D52 open questions
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Co-Authored-By: Claude Opus 5.5 <[email protected] >
2026-10-28 06:59:49 -04:00
chendun1995 and Claude Opus 5.5
cfc9da2c87
Speed-ups (shared PVI fit, clones once, case-control sampled deferred model); final scale 200 reps extending the draft (D51)
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Co-Authored-By: Claude Opus 5.5 <[email protected] >
2026-10-27 09:31:03 -04:00
chendun1995 and Claude Opus 5.5
e1457ccc1e
Decisions 45-50: scenario tuning, NC truths, oracle own estimand, separate PVI phases, validation
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Co-Authored-By: Claude Opus 5.5 <[email protected] >
2026-10-27 09:20:22 -04:00
chendun1995 and Claude Opus 5.5
383ef89c2a
Validation, NCE analysis, per-replicate oracle for landmark/naive, RCT truths script, resumable experiment runner
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- W0 harm validation (40 reps): CCW and sequential ITT unbiased for their truths (|z| <= 0.7)
- PVI models fitted separately inside and after the window
- experiments.yml grid (8 worlds x 3 scenarios; designs x V1-V4; NCE; RCTs); smoke run clean
Co-Authored-By: Claude Opus 5.5 <[email protected] >
2026-10-27 09:19:59 -04:00
chendun1995 and Claude Opus 5.5
fc1461d5b5
Truths, estimators (naive, landmark, CCW, sequential; physician variants V1-V4) and simulated RCTs
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- truths.R: interventional truths by common random numbers (A, B1, B2, sequential ITT)
- estimators.R: weighted Aalen-Johansen with influence-function SEs (patient / physician cluster)
- rct.R: realistic and ideal trials, ITT and as-treated; RCT ITT truths
- scenario effects tuned in W0: harm +5.1 pp, benefit-then-harm -1.2 pp at 24 mo, +3.1 at 60
Co-Authored-By: Claude Opus 5.5 <[email protected] >
2026-10-27 09:01:13 -04:00
chendun1995 and Claude Opus 5.5
5ae8874693
Decisions 40-44: build notes for simulator and calibration
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Co-Authored-By: Claude Opus 5.5 <[email protected] >
2026-10-27 08:15:30 -04:00
chendun1995 and Claude Opus 5.5
5c4407f876
pvisim: parameters, simulator, claims records, tests; calibration of all worlds to Medicare targets
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- latent-severity DGP with physicians (skill, style), policies A/B1/B2/sequential, common random numbers
- sharp null exact at the patient level (tested)
- 01_calibrate.R: joint logit-scale update; all worlds match early PVI 3.2%, late PVI 22.5/3.6%, CLTI 7.8%, death 35%
- W4 deferral target 15% (trial-like crossover); post-CLTI PVI lowered so late PVI is mostly elective
Co-Authored-By: Claude Opus 5.5 <[email protected] >
2026-10-27 08:15:18 -04:00
chendun1995 and Claude Opus 5.5
eb886d5505
Decisions 38-39: keep the three aims
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Co-Authored-By: Claude Opus 5.5 <[email protected] >
2026-10-27 07:54:19 -04:00
chendun1995 and Claude Opus 5.5
a59363a4b9
Decisions 34-37 (sharp disease null, threat strengths, NCE adjustment, sorting) applied to the analysis plan
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Co-Authored-By: Claude Opus 5.5 <[email protected] >
2026-10-27 07:01:05 -04:00
chendun1995 and Claude Opus 5.5
d2d1e3a1d4
Analysis plan v1.0 (md + docx) with draft Table 1 of claudication RCTs
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Co-Authored-By: Claude Opus 5.5 <[email protected] >
2026-10-27 06:58:58 -04:00
chendun1995 and Claude Opus 5.5
645713f7ec
Decisions 32-33: negative controls
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Co-Authored-By: Claude Opus 5.5 <[email protected] >
2026-10-27 06:52:22 -04:00
chendun1995 and Claude Opus 5.5
c3c22fdcdf
Literature reviews and decisions log (rounds 1-5) for the early-PVI TTE simulation
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Co-Authored-By: Claude Opus 5.5 <[email protected] >
2026-10-27 06:51:17 -04:00
chendun1995
1ee362ff97
ready set go
2026-10-27 05:56:51 -04:00