GEE Regression Results =================================================================================== Dep. Variable: binary No. Observations: 5181 Model: GEE No. clusters: 65 Method: Generalized Min. cluster size: 78 Estimating Equations Max. cluster size: 84 Family: Binomial Mean cluster size: 79.7 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] ------------------------------------------------------------------------------------------------------------------------ intercept 4.1009 0.707 5.799 0.000 2.715 5.487 Codex 1.0282 0.109 9.449 0.000 0.815 1.241 Gemini 0.6470 0.112 5.782 0.000 0.428 0.866 field_cb_benefit_presence_strength_code 1.542e-14 nan nan nan nan nan field_cb_cost_intensity_code -0.9349 0.990 -0.944 0.345 -2.875 1.005 field_cb_cost_presence_strength_code -0.9349 0.990 -0.944 0.345 -2.875 1.005 field_detection_verification_presence_strength_code -6.5471 0.903 -7.253 0.000 -8.316 -4.778 field_dppra_a_strength_code -3.1519 0.682 -4.624 0.000 -4.488 -1.816 field_dppra_alignment_score_code -3.7355 0.700 -5.335 0.000 -5.108 -2.363 field_dppra_d_strength_code 1.371e-14 0.716 1.92e-14 1.000 -1.403 1.403 field_dppra_p1_strength_code -2.1683 0.681 -3.183 0.001 -3.504 -0.833 field_dppra_p2_strength_code -3.6065 0.673 -5.357 0.000 -4.926 -2.287 field_dppra_r_strength_code -4.5217 0.692 -6.531 0.000 -5.879 -3.165 field_eth_accountability_code -1.9412 0.698 -2.780 0.005 -3.310 -0.572 field_eth_autonomy_code -2.0217 0.811 -2.493 0.013 -3.611 -0.432 field_eth_beneficence_eth_code -1.9412 0.690 -2.814 0.005 -3.293 -0.589 field_eth_beneficence_mech_code -2.0973 0.591 -3.546 0.000 -3.256 -0.938 field_eth_equity_code -3.2520 0.696 -4.674 0.000 -4.616 -1.888 field_eth_integrity_code -0.4116 0.717 -0.574 0.566 -1.817 0.994 field_eth_justice_code -2.8511 0.779 -3.662 0.000 -4.377 -1.325 field_eth_nonmaleficence_code -1.8547 0.773 -2.398 0.016 -3.371 -0.339 field_eth_privacy_code -3.1172 0.668 -4.664 0.000 -4.427 -1.807 field_eth_transparency_code -2.0973 0.698 -3.004 0.003 -3.466 -0.729 field_int_academic_intensity_code -7.5524 0.864 -8.738 0.000 -9.246 -5.858 field_int_assessment_intensity_code -6.1661 0.773 -7.982 0.000 -7.680 -4.652 field_int_data_prov_intensity_code -3.1859 0.640 -4.982 0.000 -4.439 -1.932 field_int_epistemic_intensity_code -2.3600 0.703 -3.358 0.001 -3.738 -0.982 field_int_research_intensity_code -5.9721 0.722 -8.271 0.000 -7.387 -4.557 field_int_system_tevv_intensity_code -2.8090 0.677 -4.147 0.000 -4.137 -1.481 field_journal_evidence_quality_strength_code -2.0162 0.899 -2.243 0.025 -3.778 -0.254 field_surveillance_monitoring_presence_strength_code -5.5162 1.071 -5.151 0.000 -7.615 -3.417 ============================================================================== Skew: -1.2471 Kurtosis: 2.7631 Centered skew: -0.7794 Centered kurtosis: 2.4712 ============================================================================== Reported pairwise contrasts use robust covariance multiplied by G/(G-1) and t(G-1) reference, with Holm adjustment.