{"id":"W7046210947","doi":"","title":"Comments on Mallow's CÂ¦p statistics and multicollinearity effects on predictions","year":2001,"lang":"en","type":"other","venue":"Library and Archives Canada (Government of Canada)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Multicollinearity; Variance inflation factor; Regression analysis; Collinearity; Statistical analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02275701,0.001397515,0.001514163,0.003066743,0.006115213,0.004756692,0.004717082,0.007614595,0.06999375],"category_scores_gemma":[0.2459535,0.001135981,0.001754052,0.006114992,0.003314188,0.003717438,0.001522544,0.01159082,0.02534399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009045236,"about_ca_system_score_gemma":0.01199329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3575126,"about_ca_topic_score_gemma":0.3229635,"domain_scores_codex":[0.9876184,0.00324188,0.001155179,0.0008569499,0.005882677,0.001244799],"domain_scores_gemma":[0.7237903,0.1904578,0.003956282,0.008306365,0.07065874,0.002830358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002191165,0.00001125596,0.0003936974,0.00001547802,0.000003314025,0.00008797075,0.0001495943,0.0001813006,0.00002592353,0.004677285,0.9907662,0.003666083],"study_design_scores_gemma":[0.0001273993,0.00003906623,0.01216825,0.0004442133,0.00005970812,0.0002290726,0.001687962,0.006750722,0.001223778,0.03872504,0.9382896,0.0002551275],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005204207,0.001446311,0.009436331,0.8258203,0.04812481,0.0002263169,0.009675883,0.00253586,0.09753],"genre_scores_gemma":[0.09237094,0.002839874,0.01725519,0.4399399,0.04088637,0.0005439568,0.006707967,0.005353891,0.3941019],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3575126,"threshold_uncertainty_score":0.7108634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003117756707986424,"score_gpt":0.1690996560439214,"score_spread":0.165981899335935,"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."}}