================================================================================================
READOUT-LOCALITY SCISSOR STUDY  (encoding=iqp_ry, repeats=2; shared splits; symmetric nested-CV)
================================================================================================

Phase A -- per-dataset scissor (advantage at each locality k; expect adv <= 0 everywhere)
------------------------------------------------------------------------------------------------
dataset       q   readout   dim    acc  advAcc      p  ktaGap  concentr
  running haberman ...
haberman      3       k=1     9  0.712  -0.013   0.85  -0.000  1.56e-01
haberman      3       k=2    36  0.742  +0.016   0.04  -0.000  9.32e-02
haberman      3       k=3    63  0.725  +0.000   0.50  -0.000  8.43e-02
haberman      3  fidelity     8  0.729  +0.003   0.37  -0.035  6.45e-02
  running blood ...
blood         4       k=1    12  0.775  +0.010   0.17  -0.029  7.05e-02
blood         4       k=2    66  0.778  +0.013   0.07  -0.029  9.47e-02
blood         4       k=3   174  0.775  +0.010   0.15  -0.030  9.24e-02
blood         4       k=4   255  0.780  +0.015   0.07  -0.030  9.08e-02
blood         4  fidelity    16  0.768  +0.003   0.42  -0.046  7.98e-02
  running diabetes ...
diabetes      6       k=1    18  0.635  -0.130   0.99  -0.100  8.74e-02
diabetes      6       k=2   153  0.625  -0.140   1.00  -0.088  3.31e-02
diabetes      6       k=3   693  0.647  -0.117   0.99  -0.089  1.59e-02
diabetes      6       k=4  1908  0.650  -0.115   0.99  -0.088  9.99e-03
diabetes      6  fidelity    64  0.653  -0.112   0.99  -0.088  7.26e-03
  running ilpd ...
ilpd          6       k=1    18  0.723  +0.015   0.09  -0.026  8.71e-02
ilpd          6       k=2   153  0.718  +0.010   0.12  -0.028  3.66e-02
ilpd          6       k=3   693  0.718  +0.010   0.05  -0.028  1.95e-02
ilpd          6       k=4  1908  0.723  +0.015   0.05  -0.028  1.35e-02
ilpd          6  fidelity    64  0.713  +0.005   0.31  -0.045  1.07e-02
  running breast_cancer ...
breast_cancer 6       k=1    18  0.637  -0.320   1.00  -0.559  7.76e-02
breast_cancer 6       k=2   153  0.627  -0.330   1.00  -0.553  1.12e-02
breast_cancer 6       k=3   693  0.630  -0.327   1.00  -0.553  2.63e-03
breast_cancer 6       k=4  1908  0.628  -0.330   1.00  -0.556  1.03e-03
breast_cancer 6  fidelity    64  0.628  -0.330   1.00  -0.558  5.32e-04
  running ionosphere ...
ionosphere    6       k=1    18  0.693  -0.227   1.00  -0.083  9.38e-02
ionosphere    6       k=2   153  0.707  -0.213   1.00  -0.094  2.45e-02
ionosphere    6       k=3   693  0.698  -0.222   1.00  -0.116  9.65e-03
ionosphere    6       k=4  1908  0.712  -0.208   1.00  -0.138  5.75e-03
ionosphere    6  fidelity    64  0.713  -0.208   1.00  -0.144  4.20e-03
  running qsar_biodeg ...
qsar_biodeg   6       k=1    18  0.693  -0.185   1.00  -0.159  8.07e-02
qsar_biodeg   6       k=2   153  0.713  -0.165   1.00  -0.151  1.42e-02
qsar_biodeg   6       k=3   693  0.685  -0.192   1.00  -0.153  4.38e-03
qsar_biodeg   6       k=4  1908  0.668  -0.210   1.00  -0.156  2.17e-03
qsar_biodeg   6  fidelity    64  0.680  -0.197   1.00  -0.159  1.38e-03
  running sonar ...
sonar         6       k=1    18  0.543  -0.298   1.00  -0.064  6.71e-02
sonar         6       k=2   153  0.558  -0.284   1.00  -0.064  8.14e-03
sonar         6       k=3   693  0.539  -0.303   1.00  -0.063  1.78e-03
sonar         6       k=4  1908  0.534  -0.308   1.00  -0.064  6.48e-04
sonar         6  fidelity    64  0.491  -0.351   1.00  -0.065  3.00e-04

  significant advantage (adv>0 & p<0.05) at any locality on any dataset: 2 of 39 (dataset x readout) cells
Saved -> results\scissor_phaseA_iqp_ry.csv

Phase B -- q-scaling of advantage planted at the EXPENSIVE horn (expect decay -> 0)
------------------------------------------------------------------------------------------------

  [global]   q    var<W>  concentr  advAcc    +- deltaKTA      p
       2  8.13e-02  7.63e-02  +0.145 0.031   +0.038   0.00
       3  4.97e-02  2.95e-02  +0.175 0.030   -0.009   0.00
       4  2.80e-02  9.52e-03  +0.083 0.050   -0.012   0.11
       5  1.72e-02  2.84e-03  +0.055 0.042   -0.006   0.15
       6  8.21e-03  7.71e-04  +0.009 0.045   -0.003   0.47
       7  4.56e-03  2.09e-04  +0.021 0.039   -0.001   0.36
       8  2.47e-03  5.80e-05  -0.003 0.023   -0.000   0.53

  [weight3]   q    var<W>  concentr  advAcc    +- deltaKTA      p
       3  4.97e-02  3.86e-02  +0.078 0.012   -0.002   0.02
       4  3.67e-02  1.37e-02  +0.074 0.054   +0.001   0.16
       5  2.21e-02  6.28e-03  +0.075 0.049   +0.002   0.16
       6  1.26e-02  3.46e-03  +0.013 0.042   +0.000   0.40
       7  7.89e-03  2.28e-03  +0.012 0.057   +0.000   0.46
       8  5.01e-03  1.70e-03  -0.007 0.036   -0.000   0.52

Saved -> results\scissor_phaseB_iqp_ry.csv
