OrdinalGEE Regression Results =================================================================================== Dep. Variable: rating No. Observations: 20055 Model: OrdinalGEE No. clusters: 50 Method: Generalized Min. cluster size: 390 Estimating Equations Max. cluster size: 420 Family: Binomial Mean cluster size: 401.1 Dependence structure: Independence Num. iterations: 2 Date: Mon, 07 Sep 2026 Scale: 1.000 Covariance type: robust Time: 05:45:10 ======================================================================================================================== coef std err z P>|z| [0.025 0.975] ------------------------------------------------------------------------------------------------------------------------ I(y>0.0) 2.7548 0.213 12.939 0.000 2.338 3.172 I(y>1.0) 2.0206 0.199 10.142 0.000 1.630 2.411 I(y>2.0) 0.4339 0.154 2.817 0.005 0.132 0.736 I(y>3.0) -1.1695 0.158 -7.415 0.000 -1.479 -0.860 I(y>4.0) -4.1827 0.245 -17.043 0.000 -4.664 -3.702 Codex 1.3591 0.099 13.698 0.000 1.165 1.554 Gemini 0.6036 0.089 6.754 0.000 0.428 0.779 field_cb_benefit_presence_strength_code 0.2798 0.062 4.542 0.000 0.159 0.401 field_cb_cost_intensity_code 0.3455 0.259 1.332 0.183 -0.163 0.854 field_cb_cost_presence_strength_code 0.5889 0.268 2.194 0.028 0.063 1.115 field_detection_verification_presence_strength_code -4.8145 0.562 -8.560 0.000 -5.917 -3.712 field_dppra_a_strength_code -1.8388 0.242 -7.599 0.000 -2.313 -1.365 field_dppra_alignment_score_code -1.9775 0.228 -8.673 0.000 -2.424 -1.531 field_dppra_d_strength_code 2.8506 0.339 8.404 0.000 2.186 3.515 field_dppra_p1_strength_code -0.9506 0.222 -4.283 0.000 -1.386 -0.516 field_dppra_p2_strength_code -1.8181 0.256 -7.098 0.000 -2.320 -1.316 field_dppra_r_strength_code -2.8707 0.318 -9.029 0.000 -3.494 -2.248 field_eth_accountability_code 0.6868 0.353 1.946 0.052 -0.005 1.378 field_eth_autonomy_code -0.3149 0.250 -1.258 0.208 -0.805 0.176 field_eth_beneficence_eth_code 0.3455 0.271 1.274 0.203 -0.186 0.877 field_eth_beneficence_mech_code -0.4554 0.109 -4.183 0.000 -0.669 -0.242 field_eth_equity_code -0.9506 0.293 -3.245 0.001 -1.525 -0.376 field_eth_integrity_code 0.8449 0.252 3.353 0.001 0.351 1.339 field_eth_justice_code -0.6389 0.308 -2.076 0.038 -1.242 -0.036 field_eth_nonmaleficence_code 0.2021 0.301 0.672 0.501 -0.387 0.792 field_eth_privacy_code -1.2423 0.239 -5.189 0.000 -1.712 -0.773 field_eth_transparency_code 0.4119 0.299 1.377 0.168 -0.174 0.998 field_int_academic_intensity_code -5.1807 0.469 -11.049 0.000 -6.100 -4.262 field_int_assessment_intensity_code -4.2061 0.386 -10.906 0.000 -4.962 -3.450 field_int_data_prov_intensity_code -1.5900 0.222 -7.151 0.000 -2.026 -1.154 field_int_epistemic_intensity_code -1.0596 0.194 -5.455 0.000 -1.440 -0.679 field_int_research_intensity_code -3.9160 0.327 -11.982 0.000 -4.557 -3.275 field_int_system_tevv_intensity_code -1.0920 0.259 -4.208 0.000 -1.601 -0.583 field_journal_evidence_quality_strength_code -0.4984 0.479 -1.040 0.298 -1.438 0.441 field_surveillance_monitoring_presence_strength_code -3.9280 0.585 -6.716 0.000 -5.074 -2.782 ============================================================================== Skew: -0.1247 Kurtosis: 1.4727 Centered skew: 0.0008 Centered kurtosis: 1.2363 ============================================================================== Reported pairwise contrasts use robust covariance multiplied by G/(G-1) and t(G-1) reference, with Holm adjustment.