{"id":"W1982697634","doi":"10.2139/ssrn.2370456","title":"Modeling Multivariate Data Revisions","year":2013,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Center for Interuniversity Research and Analysis on Organizations; Université du Québec à Montréal; HEC Montréal","funders":"","keywords":"Multivariate statistics; Multivariate analysis; Computer science; Econometrics; Statistics; Mathematics","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":[0.02287095,0.00109237,0.001451603,0.001926585,0.0008649766,0.003368405,0.002406708,0.001958855,0.00550708],"category_scores_gemma":[0.1497835,0.000877019,0.00219094,0.002206602,0.002472067,0.00495972,0.003013167,0.004505947,0.0008681059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001777909,"about_ca_system_score_gemma":0.001693103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004024272,"about_ca_topic_score_gemma":0.003426295,"domain_scores_codex":[0.9845477,0.01011545,0.0006839291,0.002703405,0.001437532,0.0005120561],"domain_scores_gemma":[0.8501309,0.1134405,0.01203443,0.01607748,0.006858468,0.001458218],"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":[0.0005588602,0.0002112754,0.02603274,0.0003756793,0.0004648387,0.0006174566,0.002375109,0.1965055,0.001467652,0.5708295,0.008362282,0.1921991],"study_design_scores_gemma":[0.00004523265,0.0001093537,0.001995932,0.00006385716,0.00008280043,0.0001514632,0.0002190198,0.7300177,0.0007424048,0.2629642,0.003565149,0.00004300549],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06630225,0.0005610895,0.9265289,0.002629667,0.000317157,0.0001641899,0.0004850815,0.0008607899,0.002150889],"genre_scores_gemma":[0.7668591,0.0006250906,0.2216487,0.0005068974,0.0003518928,0.0003746777,0.0008410544,0.0004011277,0.008391599],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02287095,"threshold_uncertainty_score":0.1209546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1526269435016805,"score_gpt":0.4111477160746113,"score_spread":0.2585207725729307,"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."}}