OrdinalGEE Regression Results =================================================================================== Dep. Variable: rating No. Observations: 20235 Model: OrdinalGEE No. clusters: 51 Method: Generalized Min. cluster size: 390 Estimating Equations Max. cluster size: 420 Family: Binomial Mean cluster size: 396.8 Dependence structure: Independence Num. iterations: 2 Date: Mon, 07 Sep 2026 Scale: 1.000 Covariance type: robust Time: 05:45:12 ======================================================================================================================== coef std err z P>|z| [0.025 0.975] ------------------------------------------------------------------------------------------------------------------------ I(y>0.0) 2.6826 0.206 13.016 0.000 2.279 3.087 I(y>1.0) 1.9391 0.190 10.194 0.000 1.566 2.312 I(y>2.0) 0.4352 0.140 3.105 0.002 0.160 0.710 I(y>3.0) -1.0854 0.140 -7.740 0.000 -1.360 -0.811 I(y>4.0) -4.3995 0.197 -22.295 0.000 -4.786 -4.013 Codex 1.3744 0.111 12.362 0.000 1.156 1.592 Gemini 0.8146 0.089 9.152 0.000 0.640 0.989 field_cb_benefit_presence_strength_code 0.2777 0.065 4.296 0.000 0.151 0.404 field_cb_cost_intensity_code 0.3433 0.228 1.503 0.133 -0.104 0.791 field_cb_cost_presence_strength_code 0.5743 0.250 2.293 0.022 0.083 1.065 field_detection_verification_presence_strength_code -4.8250 0.558 -8.639 0.000 -5.920 -3.730 field_dppra_a_strength_code -1.1880 0.231 -5.149 0.000 -1.640 -0.736 field_dppra_alignment_score_code -1.5488 0.182 -8.523 0.000 -1.905 -1.193 field_dppra_d_strength_code 2.5067 0.320 7.839 0.000 1.880 3.133 field_dppra_p1_strength_code -0.2278 0.241 -0.946 0.344 -0.700 0.244 field_dppra_p2_strength_code -1.3517 0.191 -7.090 0.000 -1.725 -0.978 field_dppra_r_strength_code -2.1388 0.197 -10.847 0.000 -2.525 -1.752 field_eth_accountability_code 0.8342 0.327 2.551 0.011 0.193 1.475 field_eth_autonomy_code -0.4239 0.229 -1.854 0.064 -0.872 0.024 field_eth_beneficence_eth_code 0.3832 0.249 1.539 0.124 -0.105 0.871 field_eth_beneficence_mech_code -0.4804 0.115 -4.189 0.000 -0.705 -0.256 field_eth_equity_code -0.8846 0.262 -3.372 0.001 -1.399 -0.370 field_eth_integrity_code 0.8342 0.218 3.835 0.000 0.408 1.261 field_eth_justice_code -0.4579 0.267 -1.714 0.086 -0.981 0.066 field_eth_nonmaleficence_code 0.6877 0.300 2.290 0.022 0.099 1.276 field_eth_privacy_code -1.0008 0.233 -4.291 0.000 -1.458 -0.544 field_eth_transparency_code 0.3566 0.266 1.341 0.180 -0.165 0.878 field_int_academic_intensity_code -5.3666 0.505 -10.619 0.000 -6.357 -4.376 field_int_assessment_intensity_code -4.4162 0.376 -11.730 0.000 -5.154 -3.678 field_int_data_prov_intensity_code -1.2496 0.215 -5.802 0.000 -1.672 -0.827 field_int_epistemic_intensity_code -1.0844 0.192 -5.640 0.000 -1.461 -0.708 field_int_research_intensity_code -4.1082 0.305 -13.453 0.000 -4.707 -3.510 field_int_system_tevv_intensity_code -0.6140 0.262 -2.340 0.019 -1.128 -0.100 field_surveillance_monitoring_presence_strength_code -3.9449 0.582 -6.782 0.000 -5.085 -2.805 ============================================================================== Skew: -0.2757 Kurtosis: 1.6224 Centered skew: -0.0723 Centered kurtosis: 1.2959 ============================================================================== Reported pairwise contrasts use robust covariance multiplied by G/(G-1) and t(G-1) reference, with Holm adjustment.