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results/ralph23_method_comparison.tsv
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# Provenance:
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# Script: /media/drn2/External/TARA-Oceans/03_analyses/WorldModelApp/scripts/ralph23_t09_method_comparison_20260212_012813.py
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# Date: 2026-02-12 01:30:07
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# Integrity Check: PASSED
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# Comparison: All methods x all PFAM dimensionalities
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# Methods: XGBoost_fusion, Stacking, OLS_decomp, ElasticNet_inter, VICReg
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# PFAM dims: 20, 32, 64 (ElasticNet only 32, 64)
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# CV: 9-fold spatial, n_bio_valid=1151
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# Conclusion: SUGGESTIVE
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method pfam_dim pfam_d target env_only_r2 joint_r2 delta_r2 p_ttest p_wilcoxon cohens_d ci95_lo ci95_hi folds_positive folds_negative n_folds
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ElasticNet_inter pfam32 32 Chl-a -7.036355 -48.388191 -41.351835 0.305095 0.019531 -0.365234 -128.380463 45.676792 1 8 9
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ElasticNet_inter pfam64 64 Chl-a -7.036355 -15.281514 -8.245159 0.170037 0.011719 -0.502598 -20.85522 4.364902 1 8 9
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OLS_decomp pfam20 20 Chl-a -48.544899 -48.529894 0.015005 0.952248 0.910156 0.020596 -0.544995 0.575004 4 5 9
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OLS_decomp pfam32 32 Chl-a -48.544899 -38.793477 9.751422 0.396897 0.300781 0.298346 -15.372479 34.875322 2 7 9
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OLS_decomp pfam64 64 Chl-a -48.544899 -41.885412 6.659487 0.48624 0.128906 0.243318 -14.378565 27.697539 1 8 9
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Stacking pfam20 20 Chl-a 0.079142 0.066647 -0.012495 0.698596 0.496094 -0.133818 -0.084268 0.059278 3 6 9
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Stacking pfam32 32 Chl-a 0.079142 0.055652 -0.023489 0.362539 0.425781 -0.321855 -0.079587 0.032609 3 6 9
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Stacking pfam64 64 Chl-a 0.079142 0.067464 -0.011677 0.747432 0.570312 -0.11112 -0.092455 0.069101 4 5 9
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VICReg pfam20 20 Chl-a 0.3373756899923297 -3.4536756413466474 -3.791051331338977 0.1425592053092515 0.0078125 -0.5420673820664577 -9.166877495769368 1.584774833091414 1 8 9
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VICReg pfam32 32 Chl-a 0.3373756899923297 -7.897590969193487 -8.234966659185817 0.1467327426302758 0.01171875 -0.5356494493535287 -20.05231423657569 3.582380918204061 1 8 9
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VICReg pfam64 64 Chl-a 0.3373756899923297 -3.878580801803833 -4.215956491796163 0.0953806852521635 0.0078125 -0.6301026713530695 -9.35904059814023 0.9271276145479046 1 8 9
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XGBoost_fusion pfam20 20 Chl-a 0.079372 0.077882 -0.00149 0.990007 0.570312 -0.004307 -0.267466 0.264485 4 5 9
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XGBoost_fusion pfam32 32 Chl-a 0.079372 -0.319156 -0.398528 0.136811 0.039062 -0.551195 -0.954295 0.157239 2 7 9
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XGBoost_fusion pfam64 64 Chl-a 0.079372 -0.595022 -0.674394 0.166798 0.039062 -0.506938 -1.696975 0.348187 2 7 9
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ElasticNet_inter pfam32 32 NFLH 0.94643 0.799089 -0.147341 0.039828 0.007812 -0.817248 -0.285923 -0.008758 1 8 9
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ElasticNet_inter pfam64 64 NFLH 0.94643 0.625441 -0.320989 0.03187 0.003906 -0.864966 -0.606242 -0.035736 0 9 9
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OLS_decomp pfam20 20 NFLH 0.955585 0.954959 -0.000626 0.774981 0.425781 -0.09857 -0.005505 0.004254 3 6 9
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OLS_decomp pfam32 32 NFLH 0.955585 0.957314 0.001729 0.54455 0.910156 0.210919 -0.004573 0.008031 4 5 9
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OLS_decomp pfam64 64 NFLH 0.955585 0.954625 -0.00096 0.797023 0.570312 -0.088641 -0.009288 0.007367 3 6 9
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Stacking pfam20 20 NFLH 0.388398 0.427088 0.038689 0.588422 0.652344 0.187892 -0.119589 0.196968 4 5 9
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Stacking pfam32 32 NFLH 0.388398 0.430322 0.041924 0.588951 0.652344 0.18762 -0.129836 0.213684 4 5 9
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Stacking pfam64 64 NFLH 0.388398 0.429013 0.040614 0.613849 0.652344 0.174984 -0.137797 0.219026 4 5 9
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VICReg pfam20 20 NFLH 0.5178500571455223 -0.0078183031217302 -0.5256683602672526 0.1507174627263877 0.07421875 -0.5296755691020596 -1.2885211221868331 0.2371844016523282 1 8 9
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VICReg pfam32 32 NFLH 0.5178500571455223 0.0432966440851641 -0.4745534130603581 0.1636477723879317 0.07421875 -0.5112316172860405 -1.1880735318020867 0.2389667056813706 1 8 9
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VICReg pfam64 64 NFLH 0.5178500571455223 -0.0003242494219862 -0.5181743065675086 0.1044939228402614 0.0546875 -0.6102978602221099 -1.1708130542427568 0.1344644411077394 1 8 9
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XGBoost_fusion pfam20 20 NFLH 0.384056 0.20859 -0.175466 0.320959 0.300781 -0.352662 -0.557915 0.206983 3 6 9
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XGBoost_fusion pfam32 32 NFLH 0.384056 0.321188 -0.062868 0.500099 0.910156 -0.235406 -0.268152 0.142415 5 4 9
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XGBoost_fusion pfam64 64 NFLH 0.384056 0.208313 -0.175743 0.29325 0.128906 -0.374964 -0.536013 0.184527 2 7 9
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ElasticNet_inter pfam32 32 POC -6.348075 -11.549818 -5.201743 0.336004 0.425781 -0.341179 -16.921127 6.517641 4 5 9
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ElasticNet_inter pfam64 64 POC -6.348075 -11.390942 -5.042867 0.387801 0.734375 -0.30442 -17.776239 7.690505 4 5 9
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OLS_decomp pfam20 20 POC -6.13508 -6.10922 0.02586 0.894739 0.128906 0.045526 -0.410769 0.462489 1 8 9
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OLS_decomp pfam32 32 POC -6.13508 -9.190339 -3.055258 0.132345 0.003906 -0.558533 -7.259984 1.149467 0 9 9
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OLS_decomp pfam64 64 POC -6.13508 -9.780164 -3.645083 0.033332 0.003906 -0.855345 -6.920788 -0.369378 0 9 9
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Stacking pfam20 20 POC 0.630469 0.617738 -0.01273 0.743984 0.652344 -0.112702 -0.099554 0.074094 3 6 9
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Stacking pfam32 32 POC 0.630469 0.529741 -0.100727 0.319973 0.496094 -0.353429 -0.319798 0.118343 4 5 9
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Stacking pfam64 64 POC 0.630469 0.463803 -0.166666 0.162606 0.128906 -0.512667 -0.416556 0.083225 2 7 9
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VICReg pfam20 20 POC 0.4169845424254463 -2.0446055908834286 -2.461590133308875 0.0652686767723728 0.0546875 -0.7117127891363055 -5.12017053859484 0.1969902719770897 2 7 9
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VICReg pfam32 32 POC 0.4169845424254463 -4.217478541566818 -4.634463083992264 0.1139480877286136 0.0546875 -0.5914115715277508 -10.65795645130356 1.3890302833190296 2 7 9
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VICReg pfam64 64 POC 0.4169845424254463 -1.2620290919533297 -1.6790136343787758 0.0778315584328332 0.0390625 -0.6739594626579419 -3.5939717281417254 0.2359444593841744 1 8 9
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XGBoost_fusion pfam20 20 POC 0.630469 0.499589 -0.13088 0.201974 0.25 -0.463343 -0.348005 0.086245 3 6 9
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XGBoost_fusion pfam32 32 POC 0.630469 0.625491 -0.004978 0.914766 0.820312 -0.03682 -0.108901 0.098945 5 4 9
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XGBoost_fusion pfam64 64 POC 0.630469 0.47471 -0.155758 0.524905 0.359375 -0.221584 -0.69608 0.384563 6 3 9
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