{"id":"W4312311000","doi":"10.2139/ssrn.4231689","title":"Finding Multidimensional Simpson’s Paradox","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; Burnaby Hospital","funders":"","keywords":"Econometrics; Mathematical economics; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00365681,0.0001110114,0.0001605787,0.0001229436,0.0006406029,0.00002042016,0.0002054714,0.00002652274,0.0007616607],"category_scores_gemma":[0.001333788,0.0001031744,0.00008597336,0.0001420847,0.00002587888,0.00004425134,0.00008916014,0.001704443,0.00002338572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001036404,"about_ca_system_score_gemma":0.001704581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008209516,"about_ca_topic_score_gemma":0.00002412897,"domain_scores_codex":[0.9975879,0.0003748541,0.0002650526,0.0001464002,0.0003593083,0.001266437],"domain_scores_gemma":[0.9984937,0.001057859,0.0001944963,0.0001394331,0.00005236233,0.00006213832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003470538,0.0001030605,0.0003632581,0.000003983683,0.00007111227,0.000005408212,0.0004964767,0.00008201871,0.0002027382,0.9812819,0.009857417,0.007497929],"study_design_scores_gemma":[0.0004162865,0.0001459578,0.0001677815,0.0000031899,0.00002929158,0.0009434356,0.007981651,0.0001931873,0.00007233777,0.9719812,0.01793147,0.0001341957],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.593679,0.002502941,0.3908142,0.004416158,0.005297967,0.0004390018,0.00006255728,0.0002332022,0.002555056],"genre_scores_gemma":[0.9037396,0.0005529418,0.07678472,0.0003663503,0.0003735846,0.00004441578,0.0000136862,0.00005130688,0.01807342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3140295,"threshold_uncertainty_score":0.8339651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.110334387981509,"score_gpt":0.3983625127421016,"score_spread":0.2880281247605926,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}