OrdinalGEE Regression Results =================================================================================== Dep. Variable: rating No. Observations: 20880 Model: OrdinalGEE No. clusters: 53 Method: Generalized Min. cluster size: 390 Estimating Equations Max. cluster size: 405 Family: Binomial Mean cluster size: 394.0 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) 3.5312 0.195 18.128 0.000 3.149 3.913 I(y>1.0) 2.7485 0.183 15.048 0.000 2.390 3.106 I(y>2.0) 0.7376 0.158 4.666 0.000 0.428 1.047 I(y>3.0) -1.0432 0.176 -5.935 0.000 -1.388 -0.699 I(y>4.0) -4.5256 0.250 -18.071 0.000 -5.016 -4.035 Codex 1.6524 0.092 17.984 0.000 1.472 1.833 Gemini 0.7873 0.104 7.601 0.000 0.584 0.990 field_cb_benefit_presence_strength_code 0.4569 0.074 6.162 0.000 0.312 0.602 field_cb_cost_intensity_code 0.2161 0.265 0.815 0.415 -0.303 0.735 field_cb_cost_presence_strength_code 0.5190 0.278 1.865 0.062 -0.026 1.064 field_dppra_a_strength_code -1.4323 0.282 -5.086 0.000 -1.984 -0.880 field_dppra_alignment_score_code -2.0701 0.241 -8.600 0.000 -2.542 -1.598 field_dppra_d_strength_code 3.0405 0.329 9.240 0.000 2.396 3.685 field_dppra_p1_strength_code -0.2490 0.272 -0.914 0.361 -0.783 0.285 field_dppra_p2_strength_code -2.0019 0.270 -7.412 0.000 -2.531 -1.473 field_dppra_r_strength_code -3.0552 0.301 -10.167 0.000 -3.644 -2.466 field_eth_accountability_code 1.6025 0.343 4.675 0.000 0.931 2.274 field_eth_autonomy_code -0.7591 0.234 -3.241 0.001 -1.218 -0.300 field_eth_beneficence_eth_code 0.1722 0.253 0.679 0.497 -0.325 0.669 field_eth_beneficence_mech_code -0.3965 0.144 -2.757 0.006 -0.678 -0.115 field_eth_equity_code -0.4230 0.338 -1.250 0.211 -1.086 0.240 field_eth_integrity_code 0.7428 0.263 2.830 0.005 0.228 1.257 field_eth_justice_code -0.4098 0.344 -1.191 0.234 -1.084 0.265 field_eth_nonmaleficence_code 0.5977 0.334 1.789 0.074 -0.057 1.252 field_eth_privacy_code -0.7718 0.252 -3.068 0.002 -1.265 -0.279 field_eth_transparency_code 1.2989 0.274 4.734 0.000 0.761 1.837 field_int_academic_intensity_code -6.1501 0.500 -12.303 0.000 -7.130 -5.170 field_int_assessment_intensity_code -5.0865 0.400 -12.709 0.000 -5.871 -4.302 field_int_data_prov_intensity_code -1.3130 0.237 -5.543 0.000 -1.777 -0.849 field_int_epistemic_intensity_code -1.2408 0.220 -5.648 0.000 -1.671 -0.810 field_int_research_intensity_code -4.7137 0.309 -15.263 0.000 -5.319 -4.108 field_int_system_tevv_intensity_code -0.3433 0.265 -1.296 0.195 -0.862 0.176 field_journal_evidence_quality_strength_code -0.9825 0.532 -1.846 0.065 -2.026 0.061 ============================================================================== Skew: -0.1733 Kurtosis: 2.4613 Centered skew: -0.1133 Centered kurtosis: 2.2683 ============================================================================== Reported pairwise contrasts use robust covariance multiplied by G/(G-1) and t(G-1) reference, with Holm adjustment.