OrdinalGEE Regression Results =================================================================================== Dep. Variable: rating No. Observations: 20445 Model: OrdinalGEE No. clusters: 51 Method: Generalized Min. cluster size: 390 Estimating Equations Max. cluster size: 420 Family: Binomial Mean cluster size: 400.9 Dependence structure: Independence Num. iterations: 2 Date: Mon, 07 Sep 2026 Scale: 1.000 Covariance type: robust Time: 05:45:11 ======================================================================================================================== coef std err z P>|z| [0.025 0.975] ------------------------------------------------------------------------------------------------------------------------ I(y>0.0) 2.7982 0.214 13.079 0.000 2.379 3.217 I(y>1.0) 2.0957 0.205 10.221 0.000 1.694 2.498 I(y>2.0) 0.5857 0.154 3.806 0.000 0.284 0.887 I(y>3.0) -0.9551 0.154 -6.195 0.000 -1.257 -0.653 I(y>4.0) -3.9780 0.217 -18.358 0.000 -4.403 -3.553 Codex 1.2983 0.102 12.769 0.000 1.099 1.498 Gemini 0.5952 0.089 6.705 0.000 0.421 0.769 field_cb_benefit_presence_strength_code 0.2882 0.060 4.772 0.000 0.170 0.407 field_cb_cost_intensity_code 0.1734 0.240 0.724 0.469 -0.296 0.643 field_cb_cost_presence_strength_code 0.4058 0.253 1.604 0.109 -0.090 0.902 field_detection_verification_presence_strength_code -4.8500 0.559 -8.670 0.000 -5.946 -3.754 field_dppra_a_strength_code -1.5103 0.252 -6.001 0.000 -2.004 -1.017 field_dppra_alignment_score_code -1.7980 0.223 -8.066 0.000 -2.235 -1.361 field_dppra_d_strength_code 2.3456 0.318 7.387 0.000 1.723 2.968 field_dppra_p1_strength_code -0.5679 0.252 -2.253 0.024 -1.062 -0.074 field_dppra_p2_strength_code -1.8084 0.234 -7.739 0.000 -2.266 -1.350 field_dppra_r_strength_code -2.7886 0.281 -9.911 0.000 -3.340 -2.237 field_eth_accountability_code 0.6227 0.336 1.853 0.064 -0.036 1.281 field_eth_autonomy_code -0.5679 0.256 -2.215 0.027 -1.071 -0.065 field_eth_beneficence_eth_code 0.1609 0.270 0.597 0.551 -0.368 0.689 field_eth_beneficence_mech_code -0.1797 0.095 -1.885 0.059 -0.367 0.007 field_eth_equity_code -1.0405 0.286 -3.638 0.000 -1.601 -0.480 field_eth_integrity_code 0.6088 0.230 2.648 0.008 0.158 1.059 field_eth_justice_code -0.5346 0.305 -1.751 0.080 -1.133 0.064 field_eth_nonmaleficence_code 0.1609 0.296 0.544 0.586 -0.419 0.740 field_eth_privacy_code -1.1650 0.228 -5.116 0.000 -1.611 -0.719 field_eth_transparency_code 0.3271 0.286 1.143 0.253 -0.234 0.888 field_int_academic_intensity_code -5.4237 0.428 -12.666 0.000 -6.263 -4.584 field_int_assessment_intensity_code -4.3075 0.374 -11.506 0.000 -5.041 -3.574 field_int_data_prov_intensity_code -1.5504 0.234 -6.637 0.000 -2.008 -1.093 field_int_epistemic_intensity_code -1.1340 0.196 -5.798 0.000 -1.517 -0.751 field_int_research_intensity_code -4.2121 0.327 -12.881 0.000 -4.853 -3.571 field_int_system_tevv_intensity_code -0.7862 0.269 -2.923 0.003 -1.313 -0.259 field_journal_evidence_quality_strength_code -0.6278 0.468 -1.343 0.179 -1.544 0.289 field_surveillance_monitoring_presence_strength_code -3.9733 0.579 -6.860 0.000 -5.109 -2.838 ============================================================================== Skew: -0.1869 Kurtosis: 1.4472 Centered skew: -0.0366 Centered kurtosis: 1.1856 ============================================================================== Reported pairwise contrasts use robust covariance multiplied by G/(G-1) and t(G-1) reference, with Holm adjustment.