{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002294067,0.0001222349,0.0002012661,0.00004640855,0.000181394,0.00009126956,0.000598838,0.0000551112,0.0004829185],"category_scores_gemma":[0.003437005,0.00008924471,0.00004349578,0.0000953374,0.00002163641,0.0002514152,0.0001665389,0.001402276,0.0001370316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001512693,"about_ca_system_score_gemma":0.0005716271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001620953,"about_ca_topic_score_gemma":0.00004052798,"domain_scores_codex":[0.9976367,0.0001600637,0.0003656538,0.0002076692,0.0002147805,0.001415086],"domain_scores_gemma":[0.9986847,0.0004565835,0.00009061657,0.0005183958,0.0001379802,0.0001117321],"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":[0.000003673126,0.00003893608,0.00001603538,0.000006691088,0.00004951636,8.471544e-7,0.00003460098,0.00002296953,0.0002066756,0.8891947,0.0003511095,0.1100742],"study_design_scores_gemma":[0.0001673212,0.00004671892,0.0000172447,0.0000325724,0.00002647903,0.00007199607,0.0002157927,0.230211,0.000003649805,0.7690202,0.00009351497,0.00009348828],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01442311,0.0004410202,0.9830198,0.000581444,0.0001042368,0.0001314782,0.000007711136,0.00003281843,0.001258427],"genre_scores_gemma":[0.6368194,0.001083082,0.3611268,0.00008776491,0.0002697912,0.000006197057,0.000004470973,0.00002994666,0.0005725966],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6223962,"threshold_uncertainty_score":0.6092268,"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."}}