OrdinalGEE Regression Results =================================================================================== Dep. Variable: rating No. Observations: 25905 Model: OrdinalGEE No. clusters: 65 Method: Generalized Min. cluster size: 390 Estimating Equations Max. cluster size: 420 Family: Binomial Mean cluster size: 398.5 Dependence structure: Independence Num. iterations: 2 Date: Mon, 07 Sep 2026 Scale: 1.000 Covariance type: robust Time: 05:45:07 ======================================================================================================================== coef std err z P>|z| [0.025 0.975] ------------------------------------------------------------------------------------------------------------------------ I(y>0.0) 2.8860 0.197 14.648 0.000 2.500 3.272 I(y>1.0) 2.1584 0.184 11.704 0.000 1.797 2.520 I(y>2.0) 0.5459 0.136 4.027 0.000 0.280 0.812 I(y>3.0) -1.0258 0.140 -7.322 0.000 -1.300 -0.751 I(y>4.0) -4.1852 0.205 -20.444 0.000 -4.586 -3.784 Codex 1.3794 0.094 14.695 0.000 1.195 1.563 Gemini 0.6595 0.081 8.146 0.000 0.501 0.818 field_cb_benefit_presence_strength_code 0.3152 0.059 5.374 0.000 0.200 0.430 field_cb_cost_intensity_code 0.2942 0.216 1.360 0.174 -0.130 0.718 field_cb_cost_presence_strength_code 0.5520 0.229 2.411 0.016 0.103 1.001 field_detection_verification_presence_strength_code -4.9739 0.556 -8.942 0.000 -6.064 -3.884 field_dppra_a_strength_code -1.5012 0.220 -6.822 0.000 -1.932 -1.070 field_dppra_alignment_score_code -1.8558 0.196 -9.468 0.000 -2.240 -1.472 field_dppra_d_strength_code 2.6520 0.296 8.949 0.000 2.071 3.233 field_dppra_p1_strength_code -0.5459 0.214 -2.552 0.011 -0.965 -0.127 field_dppra_p2_strength_code -1.7762 0.211 -8.427 0.000 -2.189 -1.363 field_dppra_r_strength_code -2.7500 0.246 -11.166 0.000 -3.233 -2.267 field_eth_accountability_code 0.8967 0.311 2.882 0.004 0.287 1.507 field_eth_autonomy_code -0.5006 0.216 -2.320 0.020 -0.923 -0.078 field_eth_beneficence_eth_code 0.3047 0.234 1.300 0.194 -0.155 0.764 field_eth_beneficence_mech_code -0.3815 0.103 -3.709 0.000 -0.583 -0.180 field_eth_equity_code -0.7681 0.258 -2.972 0.003 -1.275 -0.261 field_eth_integrity_code 0.7210 0.212 3.399 0.001 0.305 1.137 field_eth_justice_code -0.4000 0.269 -1.486 0.137 -0.927 0.128 field_eth_nonmaleficence_code 0.3362 0.265 1.266 0.205 -0.184 0.857 field_eth_privacy_code -1.0014 0.209 -4.782 0.000 -1.412 -0.591 field_eth_transparency_code 0.5520 0.262 2.111 0.035 0.039 1.065 field_int_academic_intensity_code -5.3861 0.419 -12.865 0.000 -6.207 -4.566 field_int_assessment_intensity_code -4.3880 0.342 -12.846 0.000 -5.057 -3.718 field_int_data_prov_intensity_code -1.3783 0.198 -6.962 0.000 -1.766 -0.990 field_int_epistemic_intensity_code -1.1117 0.175 -6.366 0.000 -1.454 -0.769 field_int_research_intensity_code -4.1478 0.288 -14.422 0.000 -4.711 -3.584 field_int_system_tevv_intensity_code -0.7768 0.229 -3.392 0.001 -1.226 -0.328 field_journal_evidence_quality_strength_code -0.6483 0.470 -1.379 0.168 -1.570 0.273 field_surveillance_monitoring_presence_strength_code -4.0868 0.578 -7.076 0.000 -5.219 -2.955 ============================================================================== Skew: -0.2025 Kurtosis: 1.6538 Centered skew: -0.0425 Centered kurtosis: 1.3716 ============================================================================== Reported pairwise contrasts use robust covariance multiplied by G/(G-1) and t(G-1) reference, with Holm adjustment.