{"id":"W4247275668","doi":"10.1002/9781118853931.ch8","title":"Ridge Regression","year":2014,"lang":"en","type":"other","venue":"","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Ridge; Estimator; Regression; Statistics; Regression analysis; Geology; Mathematics; Econometrics; Computer science; Paleontology","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":[0.002914317,0.001030274,0.001422704,0.00106495,0.0003786733,0.002252997,0.001459458,0.001045631,0.02233826],"category_scores_gemma":[0.009058953,0.0006094963,0.001167023,0.002258563,0.0005655502,0.001759171,0.001405959,0.002227266,0.01690208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005496814,"about_ca_system_score_gemma":0.0009513235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001579814,"about_ca_topic_score_gemma":0.002319658,"domain_scores_codex":[0.9982163,0.0005034954,0.00008116701,0.0003233394,0.0007870215,0.00008856694],"domain_scores_gemma":[0.9975119,0.0009730583,0.0001482159,0.0007306988,0.0005885052,0.00004775271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001062083,0.0001359088,0.002059883,0.0003887355,0.0002010707,0.00007431016,0.00006179474,0.07673578,0.004648588,0.161295,0.07600604,0.6782867],"study_design_scores_gemma":[0.00004602643,0.00009693931,0.003659175,0.0002054003,0.00009703198,0.0002875487,0.00006280978,0.6715496,0.01315858,0.1368514,0.1739014,0.00008414791],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003822977,0.003229212,0.96057,0.0005825398,0.0002806657,0.00006213757,0.001219691,0.002474639,0.0277582],"genre_scores_gemma":[0.1291175,0.01019725,0.67286,0.0007266353,0.0009838006,0.0002993903,0.007057162,0.005476342,0.1732818],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02233826,"threshold_uncertainty_score":0.07472885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004571242648037441,"score_gpt":0.1995953207611353,"score_spread":0.1950240781130979,"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."}}