{"id":"W1530376179","doi":"","title":"An Invitation to Multivariate Analysis: An Example About the Effect of Educational Attainment on Migration Propensities in Japan","year":2003,"lang":"en","type":"article","venue":"Social and Economic Dimensions of an Aging Population Research Papers","topic":"Statistical Methods and Applications","field":"Mathematics","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Multivariate statistics; Contradiction; Educational attainment; Multivariate analysis; Econometrics; Logistic regression; Control (management); Inference; Psychology; Statistics; Computer science; Economics; Mathematics; Artificial intelligence; Economic growth; Epistemology","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":[0.002137223,0.00008155026,0.0002059589,0.0002447595,0.0002997931,0.00003439462,0.00007744249,0.00003937686,0.00003597556],"category_scores_gemma":[0.0004084317,0.00005815322,0.0000364072,0.0002464024,0.00008779999,0.0001233181,0.00001460967,0.00009226466,0.000001778276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008057441,"about_ca_system_score_gemma":0.00003293964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004799563,"about_ca_topic_score_gemma":0.003596623,"domain_scores_codex":[0.9981999,0.000947476,0.000312279,0.0002312215,0.0001604211,0.000148724],"domain_scores_gemma":[0.9981536,0.001408156,0.0001033488,0.0001991485,0.00005612308,0.00007962767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001371372,0.0003471315,0.0958959,0.00006373449,0.0001258563,1.190121e-7,0.01348267,0.007807997,0.006738522,0.862832,0.00006134788,0.0125076],"study_design_scores_gemma":[0.0004100779,0.0005785564,0.9223579,0.00003628724,0.00007958934,2.294863e-7,0.005887617,0.01060852,0.001038393,0.05881049,0.00005116529,0.0001412148],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985567,0.000003242948,0.000134671,0.0005971179,0.0000205802,0.0005017534,0.00001852708,0.000005401736,0.0001619949],"genre_scores_gemma":[0.9903868,0.000002296995,0.009347439,0.00002905935,0.00002289159,0.00009595658,0.00007611615,0.000008694518,0.00003076877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.826462,"threshold_uncertainty_score":0.7255536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1360982558664185,"score_gpt":0.4652626986906017,"score_spread":0.3291644428241832,"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."}}