{"id":"W2148939588","doi":"10.1198/tast.2009.0012","title":"Where's Waldo? Visualizing Collinearity Diagnostics","year":2009,"lang":"en","type":"article","venue":"The American Statistician","topic":"Advanced Statistical Methods and Models","field":"Mathematics","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Engineers Without Borders Canada","funders":"","keywords":"Collinearity; Biplot; Salient; Computer science; Rank (graph theory); Statistics; Software; Simple (philosophy); Matrix (chemical analysis); Data mining; Mathematics; Pattern recognition (psychology); Artificial intelligence; Combinatorics; Programming language","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":[0.006432148,0.001296278,0.001340878,0.005080292,0.0009234085,0.006478876,0.001034474,0.001447028,0.0217309],"category_scores_gemma":[0.05250867,0.000413947,0.0008025966,0.004876326,0.001395372,0.005428276,0.002052061,0.001887437,0.004213748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006584002,"about_ca_system_score_gemma":0.001420222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003601558,"about_ca_topic_score_gemma":0.00365549,"domain_scores_codex":[0.997696,0.001185916,0.0001993715,0.0002967206,0.0004377151,0.0001843185],"domain_scores_gemma":[0.9760514,0.01783161,0.001493696,0.001657063,0.002286036,0.0006802168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001474714,0.0001444678,0.0433215,0.00157592,0.000344434,0.001018012,0.01122087,0.003657854,0.007463097,0.146892,0.3164939,0.4663932],"study_design_scores_gemma":[0.0003739808,0.0002063062,0.03236594,0.002003455,0.0003181619,0.001130254,0.01226272,0.03200736,0.01294859,0.3965103,0.5093393,0.0005335842],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1144915,0.01270302,0.6241112,0.04668054,0.006530422,0.0003238134,0.0240531,0.0957033,0.07540312],"genre_scores_gemma":[0.6041473,0.003907922,0.346826,0.004195811,0.001406576,0.0003217139,0.006182842,0.01915085,0.01386095],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0217309,"threshold_uncertainty_score":0.0726971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09706303419290631,"score_gpt":0.4670670415790503,"score_spread":0.370004007386144,"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."}}