OrdinalGEE Regression Results =================================================================================== Dep. Variable: rating No. Observations: 22005 Model: OrdinalGEE No. clusters: 55 Method: Generalized Min. cluster size: 390 Estimating Equations Max. cluster size: 420 Family: Binomial Mean cluster size: 400.1 Dependence structure: Independence Num. iterations: 2 Date: Mon, 07 Sep 2026 Scale: 1.000 Covariance type: robust Time: 05:45:09 ======================================================================================================================== coef std err z P>|z| [0.025 0.975] ------------------------------------------------------------------------------------------------------------------------ I(y>0.0) 2.9315 0.227 12.896 0.000 2.486 3.377 I(y>1.0) 2.2039 0.214 10.314 0.000 1.785 2.623 I(y>2.0) 0.5453 0.154 3.530 0.000 0.243 0.848 I(y>3.0) -0.9913 0.161 -6.144 0.000 -1.308 -0.675 I(y>4.0) -4.0852 0.231 -17.667 0.000 -4.538 -3.632 Codex 1.3332 0.100 13.291 0.000 1.137 1.530 Gemini 0.5642 0.084 6.729 0.000 0.400 0.729 field_cb_benefit_presence_strength_code 0.3085 0.065 4.772 0.000 0.182 0.435 field_cb_cost_intensity_code 0.3949 0.230 1.714 0.087 -0.057 0.847 field_cb_cost_presence_strength_code 0.6902 0.244 2.828 0.005 0.212 1.169 field_detection_verification_presence_strength_code -4.9628 0.563 -8.816 0.000 -6.066 -3.860 field_dppra_a_strength_code -1.6130 0.240 -6.730 0.000 -2.083 -1.143 field_dppra_alignment_score_code -2.0246 0.220 -9.182 0.000 -2.457 -1.592 field_dppra_d_strength_code 2.6698 0.343 7.790 0.000 1.998 3.342 field_dppra_p1_strength_code -0.6984 0.221 -3.164 0.002 -1.131 -0.266 field_dppra_p2_strength_code -2.0218 0.233 -8.670 0.000 -2.479 -1.565 field_dppra_r_strength_code -3.1145 0.269 -11.558 0.000 -3.643 -2.586 field_eth_accountability_code 0.9216 0.353 2.611 0.009 0.230 1.614 field_eth_autonomy_code -0.4876 0.241 -2.027 0.043 -0.959 -0.016 field_eth_beneficence_eth_code 0.4575 0.273 1.677 0.094 -0.077 0.992 field_eth_beneficence_mech_code -0.4124 0.116 -3.553 0.000 -0.640 -0.185 field_eth_equity_code -0.5302 0.283 -1.871 0.061 -1.086 0.025 field_eth_integrity_code 0.6244 0.234 2.672 0.008 0.166 1.082 field_eth_justice_code 0.0115 0.296 0.039 0.969 -0.569 0.592 field_eth_nonmaleficence_code 0.1284 0.271 0.473 0.636 -0.403 0.660 field_eth_privacy_code -0.8530 0.232 -3.682 0.000 -1.307 -0.399 field_eth_transparency_code 0.5466 0.296 1.847 0.065 -0.033 1.127 field_int_academic_intensity_code -5.1772 0.434 -11.928 0.000 -6.028 -4.327 field_int_assessment_intensity_code -4.2463 0.362 -11.716 0.000 -4.957 -3.536 field_int_data_prov_intensity_code -1.2636 0.212 -5.969 0.000 -1.679 -0.849 field_int_epistemic_intensity_code -1.1152 0.187 -5.971 0.000 -1.481 -0.749 field_int_research_intensity_code -4.0958 0.327 -12.512 0.000 -4.737 -3.454 field_int_system_tevv_intensity_code -1.0051 0.230 -4.366 0.000 -1.456 -0.554 field_journal_evidence_quality_strength_code -0.6282 0.478 -1.316 0.188 -1.564 0.308 field_surveillance_monitoring_presence_strength_code -4.0749 0.586 -6.948 0.000 -5.224 -2.925 ============================================================================== Skew: -0.1743 Kurtosis: 1.6266 Centered skew: 0.0100 Centered kurtosis: 1.2916 ============================================================================== Reported pairwise contrasts use robust covariance multiplied by G/(G-1) and t(G-1) reference, with Holm adjustment.