{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006779528,0.0004205951,0.001773377,0.003464344,0.002733864,0.004260524,0.001835919,0.002568017,0.01229132],"category_scores_gemma":[0.1024608,0.0004858106,0.0008265353,0.003074868,0.004430209,0.009361872,0.004554659,0.003450809,0.0008441455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009950205,"about_ca_system_score_gemma":0.0009525987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004951537,"about_ca_topic_score_gemma":0.0004018245,"domain_scores_codex":[0.9956102,0.00166985,0.0002844952,0.0009546396,0.001214525,0.0002663123],"domain_scores_gemma":[0.9273616,0.05864848,0.003463374,0.006256005,0.00268918,0.001581312],"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":[0.0000759039,0.00004153934,0.003739456,0.0001440821,0.00005867956,0.0003142837,0.0004979075,0.001000179,0.000213519,0.9676037,0.003974237,0.02233639],"study_design_scores_gemma":[0.00001970253,0.000008468519,0.0003989213,0.00002706011,0.00001052974,0.0002230597,0.0001994347,0.003979494,0.00008092289,0.9938151,0.001225763,0.00001164226],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5667513,0.005267933,0.2729275,0.02969585,0.00240726,0.00006428156,0.0006059932,0.0004282012,0.1218517],"genre_scores_gemma":[0.969607,0.0006546013,0.02402943,0.001227243,0.0005798641,0.00004114605,0.000157224,0.00008288537,0.003620673],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01229132,"threshold_uncertainty_score":0.04111856,"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."}}