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READOUT-LOCALITY SCISSOR STUDY  (encoding=iqp_d2, repeats=2; shared splits; symmetric nested-CV)
================================================================================================

Phase A -- per-dataset scissor (advantage at each locality k; expect adv <= 0 everywhere)
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dataset       q   readout   dim    acc  advAcc      p  ktaGap  concentr
  running haberman ...
haberman      3       k=1     9  0.722  -0.003   0.62  -0.000  1.21e-01
haberman      3       k=2    36  0.719  -0.006   0.73  -0.000  7.71e-02
haberman      3       k=3    63  0.735  +0.010   0.10  -0.000  6.93e-02
haberman      3  fidelity     8  0.735  +0.010   0.21  -0.036  5.31e-02
  running blood ...
blood         4       k=1    12  0.787  +0.022   0.02  -0.031  4.69e-02
blood         4       k=2    66  0.792  +0.027   0.03  -0.029  7.06e-02
blood         4       k=3   174  0.787  +0.022   0.05  -0.029  7.15e-02
blood         4       k=4   255  0.787  +0.022   0.02  -0.029  7.05e-02
blood         4  fidelity    16  0.795  +0.030   0.03  -0.040  6.20e-02
  running diabetes ...
diabetes      6       k=1    18  0.642  -0.122   0.99  -0.095  7.60e-02
diabetes      6       k=2   153  0.640  -0.125   0.99  -0.080  3.06e-02
diabetes      6       k=3   693  0.637  -0.127   0.99  -0.082  1.83e-02
diabetes      6       k=4  1908  0.653  -0.112   0.99  -0.087  1.23e-02
diabetes      6  fidelity    64  0.650  -0.115   0.99  -0.091  8.77e-03
  running ilpd ...
ilpd          6       k=1    18  0.718  +0.010   0.15  -0.025  7.69e-02
ilpd          6       k=2   153  0.723  +0.015   0.05  -0.027  3.86e-02
ilpd          6       k=3   693  0.723  +0.015   0.05  -0.028  2.60e-02
ilpd          6       k=4  1908  0.720  +0.013   0.07  -0.028  1.96e-02
ilpd          6  fidelity    64  0.713  +0.005   0.31  -0.050  1.55e-02
  running breast_cancer ...
breast_cancer 6       k=1    18  0.595  -0.362   1.00  -0.559  7.62e-02
breast_cancer 6       k=2   153  0.603  -0.355   1.00  -0.549  1.25e-02
breast_cancer 6       k=3   693  0.630  -0.327   1.00  -0.551  3.47e-03
breast_cancer 6       k=4  1908  0.628  -0.330   1.00  -0.554  1.52e-03
breast_cancer 6  fidelity    64  0.630  -0.327   1.00  -0.556  8.24e-04
  running ionosphere ...
ionosphere    6       k=1    18  0.675  -0.245   1.00  -0.094  9.20e-02
ionosphere    6       k=2   153  0.738  -0.182   1.00  -0.106  2.49e-02
ionosphere    6       k=3   693  0.721  -0.199   1.00  -0.129  1.03e-02
ionosphere    6       k=4  1908  0.707  -0.214   1.00  -0.148  6.30e-03
ionosphere    6  fidelity    64  0.687  -0.233   1.00  -0.153  4.69e-03
  running qsar_biodeg ...
qsar_biodeg   6       k=1    18  0.677  -0.200   1.00  -0.160  7.14e-02
qsar_biodeg   6       k=2   153  0.675  -0.202   1.00  -0.156  1.63e-02
qsar_biodeg   6       k=3   693  0.688  -0.190   1.00  -0.157  6.23e-03
qsar_biodeg   6       k=4  1908  0.675  -0.202   1.00  -0.159  3.27e-03
qsar_biodeg   6  fidelity    64  0.688  -0.190   1.00  -0.164  2.01e-03
  running sonar ...
sonar         6       k=1    18  0.558  -0.283   1.00  -0.062  6.08e-02
sonar         6       k=2   153  0.548  -0.293   1.00  -0.063  8.72e-03
sonar         6       k=3   693  0.577  -0.265   1.00  -0.063  2.06e-03
sonar         6       k=4  1908  0.534  -0.308   1.00  -0.064  8.14e-04
sonar         6  fidelity    64  0.592  -0.250   1.00  -0.066  4.16e-04

  significant advantage (adv>0 & p<0.05) at any locality on any dataset: 4 of 39 (dataset x readout) cells
Saved -> results\scissor_phaseA_iqp_d2.csv

Phase B -- q-scaling of advantage planted at the EXPENSIVE horn (expect decay -> 0)
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  [global]   q    var<W>  concentr  advAcc    +- deltaKTA      p
       2  1.19e-01  6.30e-02  +0.080 0.025   +0.035   0.01
       3  1.02e-01  2.79e-02  +0.166 0.041   +0.053   0.00
       4  4.89e-02  1.02e-02  +0.145 0.058   +0.010   0.02
       5  3.18e-02  3.99e-03  +0.134 0.035   +0.004   0.03
       6  1.38e-02  1.53e-03  +0.068 0.059   -0.001   0.17
       7  8.60e-03  5.89e-04  +0.026 0.064   -0.001   0.38
       8  4.18e-03  2.51e-04  +0.009 0.051   -0.001   0.42

  [weight3]   q    var<W>  concentr  advAcc    +- deltaKTA      p
       3  1.02e-01  3.65e-02  +0.119 0.037   +0.055   0.02
       4  5.85e-02  1.46e-02  +0.194 0.046   +0.019   0.00
       5  3.26e-02  7.96e-03  +0.155 0.034   +0.007   0.01
       6  1.55e-02  5.16e-03  +0.089 0.042   +0.003   0.08
       7  8.98e-03  3.97e-03  +0.056 0.035   +0.000   0.16
       8  5.18e-03  3.40e-03  +0.028 0.049   +0.000   0.24

Saved -> results\scissor_phaseB_iqp_d2.csv
