First event-level UNNS-H Mode model — m_edge_event = C_edge_capacity − F_route_fragmentation — validated against 9 reviewed TCV suspect-transition shots from Zenodo record 14996664. Three non-overlapping structural corridors emerge under strict-ordering validation. The dashboard also reports the TokaMark/MAST time-window recovery gate, where HARDENED_v0_2 labels order L_MODE, LH_TRANSITION, and H_MODE_STABLE windows in the expected m_edge_conf sequence.
PASS · STRICT ORDERING9 / 9 SHOTS ASSIGNED3 NON-OVERLAPPING CORRIDORS4 BRANCH FAMILIESSTRUC-I v1.0.4 · STRUC-PERC-I v2.5.0EDGE-DIVERTOR BRANCH · mean m = +0.660LEAKAGE BRANCHES · mean range −0.473 to −0.307EVENT-LEVEL PILOT · NOT CROSS-MACHINESOURCE: TCV Zenodo 1499666492-EVENT FULL CORPUS EXTENSION (v0.2)AUC m_edge vs ILH = 0.690 · p = 0.0022TOKAMARK m_edge(t) FIRST TRACE · SHOT 12063PHYSICAL WINDOW GATE 1 · PASS · HARDENED_v0_2L < LH_TRANSITION < H_MODE_STABLE IN m_edge_conf
Gap between ambiguous maximum and positive minimum: 0.476 margin units · no overlap between any pair of states
STATE-LEVEL MARGIN RANGES
State
n
Mean
Min
Max
Std
negative_leakage_margin
4
−0.458
−0.794
−0.227
0.267
boundary_ambiguous_margin
2
−0.011
−0.074
+0.052
0.089
positive_boundary_margin
3
+0.660
+0.528
+0.793
0.133
FINDING §1.1
Three non-overlapping corridors emerge from the event-level edge-admissibility margin under strict-ordering validation — the first validated event-level form of the UNNS-H Mode boundary-admissibility hypothesis
The event-level margin m_edge_event = C_edge_capacity − F_route_fragmentation separates all 9 reviewed TCV shots into three strictly non-overlapping states. The decisive structural result is the gap between the edge-divertor response branch (mean m = +0.660) and the three leakage branches (mean range −0.473 to −0.307). Power-balance, transport, and timing branches load the negative side exclusively; the edge-divertor response branch occupies the positive side exclusively. This is not explained by total heating power alone — three high-power ILH=1 shots still land in the negative leakage corridor, while all three positive boundary shots are defined by edge-response dominance with low transport and power-balance fragmentation scores.
Bar scale: each 50% of half-track = 1.0 margin unit · zero line at track centre · ILH: 0 = H-mode not obtained · 1 = obtained · 1;0 = mixed · gap between max(negative)=−0.227 and min(ambiguous)=−0.074 confirmed
§4 BRANCH-FAMILY MEAN MARGINS — 4 FAMILIES
MEAN m_edge_event BY BRANCH FAMILY
bar centre = m = 0 · scale: 50% = 1.0 unit
LEAKAGE BRANCHES
timing_branch
−0.473n=3 · S_timing dominant
transport_branch
−0.458n=4 · S_transport dominant
power_balance
−0.307n=4 · S_power_balance dominant
BOUNDARY RESPONSE BRANCH
edge_divertor
+0.660n=3 · S_edge_response dominant
Gap between power_balance (−0.307) and edge_divertor (+0.660) = 0.967 margin units · largest structural gap in pilot
§5 EDGE CAPACITY vs ROUTE FRAGMENTATION — GEOMETRIC SEPARATION
C_edge_capacity vs F_route_fragmentation — m = 0 DIAGONAL · ALL 9 SHOTS
Dashed diagonal = m = 0 (C = F). Upper-left: C dominates (boundary-response regime). Lower-right: F dominates (leakage regime). Shot labels = last 3 digits of shot number. Shots 67992 (992) and 68001 (001) have moderate C but high F — capacity is non-zero but fragmentation dominates.
§6 CORRIDOR TAXONOMY — m_edge_event AXIS · ALL 9 SHOTS
STRUCTURAL CORRIDOR TAXONOMY — TCV EVENT-LEVEL PILOT
Shot positions on m_edge_event axis · Validated ranges: negative [−0.794, −0.227] · ambiguous [−0.074, +0.052] · positive [+0.528, +0.793] · gap between ambiguous max (+0.052) and positive min (+0.528) = 0.476
§7 FULL VALIDATION TABLE — 9 SHOTS · ALL MODEL FIELDS
Green shot IDs = positive_boundary_margin · Blue = negative_leakage or ambiguous · Pattern: positive shots have S_er ≥ 0.945 and S_transport ≤ 0.182 — structural inversion of leakage shots
FINDING §8.1
S_edge_response and S_transport are structurally anti-correlated across the corridor partition — edge-response dominance is not just high capacity; it co-occurs with near-zero transport fragmentation
The three positive boundary shots (66445, 69892, 68719) share S_edge_response ≥ 0.945 and S_transport ≤ 0.182. The four negative leakage shots have S_transport ≥ 0.960 and S_edge_response ≤ 0.287. Shot 69913 (boundary ambiguous) has the non-timing components all low (S_pb = 0.083, S_tr = 0.040, S_er = 0.019), while S_timing = 0.700 is the only elevated term — its near-zero margin reflects single-channel timing fragmentation with no compensating capacity or transport structure. Shot 68001 carries mixed ILH (1;0) and sits in the negative leakage corridor (m = −0.227), suggesting that its mixed outcome may reflect a discharge where the event-level structure was fragmentation-dominated despite eventual H-mode access.
§9 ILH ALIGNMENT — MODEL vs EXPERIMENTAL INDICATOR
ILH CATEGORY SUMMARY
ILH Category
n
Mean m
Min m
Max m
Std
ILH=0 (no H-mode)
2
−0.673
−0.794
−0.552
0.171
ILH=1 (H-mode)
6
+0.283
−0.258
+0.793
0.432
ILH=1;0 (mixed)
1
−0.227
−0.227
−0.227
—
ILH=0: both shots in strong negative leakage · ILH=1: spreads across all three corridors (1 neg, 2 amb, 3 pos) · model is a structural scorer, not a binary outcome classifier
ILH=1 SHOT DISTRIBUTION ACROSS CORRIDORS
Of the 6 ILH=1 shots: 1 falls in negative leakage (67992), 2 fall in boundary ambiguous (69913, 68206), and 3 fall in positive boundary (66445, 69892, 68719). The mixed-ILH shot 68001 is treated separately and lies in the negative leakage corridor.
The spread is expected: ILH=1 marks that H-mode was eventually reached in the discharge, but the model scores events at the moment of transition. Some ILH=1 discharges may have had complex multi-stage transitions, explaining negative event-level scores. The positive boundary corridor is defined by edge-response dominance, not by ILH outcome alone.
§10 SCOPE AND LIMITATIONS
WHAT THIS RESULT ESTABLISHES
The 9-shot TCV pilot validates the event-level edge-admissibility margin with strict ordering across three non-overlapping corridors. The 92-event full corpus extension (v0.2) confirms three-corridor structure survives at scale, with real ILH association (AUC 0.690, permutation p = 0.0022). A first m_edge(t) trace was constructed for TokaMark/MAST public shot 12063. The physical window analysis (HARDENED_v0_2) passes its first gate: on 5 TokaMark shots, H_MODE_STABLE windows sit higher in m_edge_conf than L_MODE windows from the same shots — all five within-shot H-minus-L deltas are positive (range +1.062 to +1.326).
WHAT THIS RESULT DOES NOT ESTABLISH
The full corpus shows standard plasma variables already classify ILH at AUC = 1.0; m_edge_event does not improve binary ILH prediction. The physical window labels remain at hardening level 2_SUPPORTED: internally consistent but not externally anchored to expert-verified L-H timing. TCV positive-boundary corridor time traces for shots 66445, 69892, and 68719 are still missing, blocking full corridor-resolved m_edge(t) validation. No cross-machine replication has been performed. The v0.1 m_edge(t) margin inflates positive readings in incomplete-diagnostic shots; m_edge_conf(t) mitigates this but requires further testing.
WHAT MUST BE TESTED NEXT
External anchoring of the 5 recovered H_MODE_STABLE windows (shots 12007, 12017, 12046, 12055, 12063) against shot-log or publication L-H timing — or a falsification panel of diagnostic-complete shots where no H-mode is expected. Obtain a time-resolved positive-boundary discharge to enable one-discharge-per-corridor m_edge(t) validation. Cross-machine replication (FAIR MAST) remains the critical generality test.
Falsifiability: window gate would be invalidated if externally-anchored L-H timing places the recovered H_MODE_STABLE windows outside the expected post-transition interval, or if a comparable falsification panel achieves similar m_edge_conf separation without genuine H-mode access.
§12 FULL CORPUS EXTENSION (v0.2) — 92 EVENTS · TCV ZENODO
92
CANONICAL EVENTS
66
UNIQUE SHOTS
68
BOUNDARY AMBIGUOUS
13
POSITIVE BOUNDARY
11
NEGATIVE LEAKAGE
0.690
AUC m_edge vs ILH
+0.242
ILH1−ILH0 MEAN DIFF
0.0022
PERMUTATION p
FULL CORPUS STATE DISTRIBUTION · v0.2 TAG-FREE GENERALIZATION
State
n
Mean m
Min m
Max m
CI 95% lo
CI 95% hi
ILH1 rate
boundary_ambiguous_margin
68
−0.038
−0.199
+0.182
−0.061
−0.015
0.956
negative_leakage_margin
11
−0.356
−0.664
−0.207
−0.450
−0.270
0.636
positive_boundary_margin
13
+0.341
+0.223
+0.585
+0.297
+0.395
0.923
Full corpus is boundary-near: 68/92 events in ambiguous zone · full corpus ≠ suspect subset · ambiguous dominance is expected and correct
MODEL COMPARISON — LOO AUC FOR ILH=1
standard plasma variables vs UNNS margin · logistic regression LOO
standard_core
1.000
std_core + UNNS
1.000
std_edge_inclusive
1.000
UNNS_components
0.696
UNNS_margin_only
0.655
Standard variables dominate binary ILH classification · m_edge_event does not improve AUC · UNNS contribution at this stage is structural organization, not superior binary prediction
SINGLE-VARIABLE AUC RANKING · vs ILH=1 · top and bottom
Variable
AUC for ILH=1
Rank
dWmhd_dt_candidate_MW
0.9985
#1 (best)
kappa
0.9077
#2
I_p_MA
0.7440
#3
Wmhd_J
0.7277
#4
m_edge_event
0.690
#13 of 27
S_timing
0.422
#22
C_edge_capacity
0.487
near chance
chi_eff_candidate
0.122
inverted (high chi → ILH=0)
S_power_balance
0.144
inverted (high pb → ILH=0)
AUC < 0.5 = inverted predictor · chi_eff and S_power_balance are inversely associated with ILH · m_edge_event = real but mid-ranked signal
TIME-RESOLVED PROBE — LH_DATA.h5 · 6 SHOTS
Shot
ILH
m_edge state
post/pre Te grad. ratio
post/pre Te ratio
66464
1
boundary_ambiguous
2.15
2.31
66465
1
boundary_ambiguous
2.56
1.84
66468
1
boundary_ambiguous
1.94
2.04
66527
1
boundary_ambiguous
1.66
1.85
66530
0
negative_leakage
null
null
72681
1
boundary_ambiguous
1.50
2.24
5/6 boundary-ambiguous ILH=1 shots show post/pre Te gradient ratio >1 — consistent with edge profile sharpening · no positive-boundary trace yet available · shot 66530 (ILH=0, negative) shows null post-transition values
FINDING §12.1
Full corpus three-corridor structure survives v0.2 generalization — but the corpus is boundary-near, and standard plasma variables already classify ILH at AUC = 1.0
The tag-free v0.2 margin separates 92 TCV events into three non-overlapping states with statistically significant ILH association (AUC 0.690, permutation p = 0.0022). However, 74% of events (68/92) are boundary-ambiguous — the full corpus sits near the admissibility threshold, not in the branch-rich extreme positions that characterized the 9-shot reviewed set. The UNNS margin does not improve binary ILH classification over standard plasma variables (LOO AUC 1.000 with or without m_edge_event). The correct interpretation is structural organization, not superior prediction: m_edge_event reorganizes the TCV event table into leakage-like, boundary-ambiguous, and edge-response corridors, revealing how power-balance, transport, timing, and edge-response terms oppose each other in an event-level boundary-admissibility model.
§13 TOKAMARK/MAST TEMPORAL PROBE — m_edge(t) FIRST TRACE
m_edge(t) — SHOT 12063 · FIRST PUBLIC TRACE
Shot 12063 (MAST/TokaMark, public HTTP) was the highest-ranked candidate in metadata scan and 5-shot panel. It is the first discharge for which a time-resolved UNNS-H Mode margin m_edge(t) was constructed from public diagnostic arrays.
v0.1 trace: not uniformly positive — confirms margin is not trivially labeling whole shot · positive windows show C > F + reduced power-balance pressure · no L-H transition time anchored yet
Shots 11776 and 11768 show high positive-boundary fraction with m_edge_raw(t) despite missing critical diagnostics. The v0.1 margin confuses structural edge-capacity signal with diagnostic absence (reduced fragmentation evidence). The m_edge_conf(t) = diagnostic-confidence-weighted margin was introduced to penalize incomplete-diagnostic shots while preserving 12063's structure.
FINDING §13.1
Shot 12063 identified as structurally stronger than comparable TokaMark candidates, but v0.1 margin is not trustworthy at scale — diagnostic-confidence weighting (m_edge_conf) is required
The 5-shot panel consistently ranks shot 12063 first. Its positive windows are internally coherent: C_edge_capacity > F_route_fragmentation with edge-response contribution and reduced power-balance pressure in several windows. The cross-shot comparison to 11830 confirmed reference_structurally_stronger. However, shots 11776 and 11768 showed inflated positive-boundary fractions due to missing diagnostics — a structural flaw in v0.1 that must be addressed before broader TokaMark scaling. The m_edge_conf(t) = m_edge_raw(t) × Q_diag(t) penalization scheme was defined in response.
§14 PHYSICAL WINDOW RECOVERY GATE — HARDENED_v0_2 · KEY NEW RESULT
After conservative relabeling (HARDENED_v0_1) suppressed H_MODE_STABLE windows for lacking external anchoring, the v0.2 recovery gate restored only those windows with sufficient independent internal physical evidence from Dα, profile-gradient, soft-X, and power-density context. The non-circularity rule was enforced: labels were recovered from physical evidence fields, not from the UNNS margin itself. The UNNS audit columns were applied only after labeling, to test alignment.
Hardening level: 2_SUPPORTED — internally consistent but not externally anchored to expert-verified L-H timing records
BY-LABEL RESULT — m_edge_conf MEDIAN
Label
Windows
Shots
Duration (s)
m_edge_conf median
conf+ fraction
Q_diag median
P_miss_crit median
L_MODE
6
6
0.390
−1.120
0
0.06
1.0
LH_TRANSITION
6
6
0.115
−0.289
0
0.889
0.011
H_MODE_STABLE
5
5
0.336
+0.053
0.261
1.0
0
Ordering confirmed:
L_MODE
−1.120
LH_TRANS.
−0.289
H_STABLE
+0.053
L_MODE median Q_diag = 0.06 (poor diagnostic quality) · L_MODE P_missing_critical = 1 (all L_MODE windows have missing critical diagnostics) · H_MODE_STABLE Q_diag = 1, P_missing_critical = 0 — the ordering reflects both structural signal and diagnostic quality improvement
WITHIN-SHOT L→H RECOVERY — THE KEY RESULT
For each shot: H_MODE_STABLE m_edge_conf median minus L_MODE m_edge_conf median
Shot
L_MODE m_edge_conf
LH_TRANS m_edge_conf
H_STABLE m_edge_conf
Δ (H−L)
conf+ fraction
12007
−1.120
−0.174
−0.038
+1.082
0
12017
−1.120
−0.030
−0.058
+1.062
0
12046
−1.120
−0.498
+0.206
+1.326
0.514
12055
−1.120
−0.265
+0.196
+1.316
0.481
12063
−1.120
−0.313
+0.053
+1.173
0.261
Within-shot H−L deltas (all positive):
12046
+1.326
12055
+1.316
12063
+1.173
12007
+1.082
12017
+1.062
Within-shot comparison controls for shot-specific baseline · L_MODE windows occupy the diagnostic-confidence floor in this first window set; the result should therefore be read as a confidence-corrected structural separation, not a raw-margin-only separation · H_MODE_STABLE windows always sit higher in the same shot · This is the strongest result of the v0.2 gate
FINDING §14.1 — GATE 1 RESULT
Within-shot L→H ordering confirmed: H_MODE_STABLE windows sit higher in m_edge_conf than L_MODE windows from the same 5 TokaMark shots — all deltas positive, range +1.062 to +1.326
After conservative physical relabeling and diagnostic-confidence correction, H_MODE_STABLE windows produce higher m_edge_conf medians than L_MODE windows in every shot where both labels are present. The across-label ordering is L_MODE (−1.120) < LH_TRANSITION (−0.289) < H_MODE_STABLE (+0.053). This is the ordering the UNNS-H Mode model predicts. The result passes the first gate for physical window analysis. However, it does not constitute final validation: labels are internally supported (2_SUPPORTED) but not externally anchored to expert-reviewed L-H transition times. External anchoring or a falsification stress test is required before this result can be treated as a physical validation claim.
UNNS-H MODE PROJECT — TCV + TOKAMARK ANALYTICS DASHBOARD · 2026
Program: UNNS Plasma Boundary Confinement Program · unns.tech
Model: m_edge_event = C_edge_capacity − F_route_fragmentation · v0.1 (9-shot) / v0.2 (92-event) · m_edge_conf(t) (TokaMark time-resolved)
TCV validation: edge_event_model_validator.py · PASS_STRICT_ORDERING · 9 reviewed shots · 3 non-overlapping corridors
Full corpus: 92 events · 66 unique shots · ILH_1=84 · ILH_0=8 · AUC=0.690 · p=0.0022 · standard variables AUC=1.000 (dominates)
TokaMark: public HTTP access · shot 12063 first m_edge(t) trace · 5-shot panel · confidence revision (m_edge_conf)
Physical window gate: HARDENED_v0_2 · 5 recovered H_MODE_STABLE windows · all within-shot L→H deltas positive · level 2_SUPPORTED
Data: TCV Zenodo 14996664 · TokaMark/MAST public HTTP metadata and array endpoints
Caution: physical window labels are internally supported only — not externally anchored · TCV positive-boundary corridor time traces (shots 66445, 69892, 68719) still missing for corridor-resolved m_edge(t) validation · v0.1 margin inflates incomplete-diagnostic shots · m_edge_conf mitigates but not fully validated · Dα candidate signal unconfirmed