{"id":"W4404131251","doi":"10.1137/1.9781611978162.appb","title":"Appendix B: Singular Value Decomposition","year":2024,"lang":"en","type":"book-chapter","venue":"Society for Industrial and Applied Mathematics eBooks","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Appendix; Singular value decomposition; Decomposition; Value (mathematics); Mathematics; Calculus (dental); Medicine; Geology; Statistics; Chemistry; Algorithm; Orthodontics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001184689,0.001379992,0.0008236031,0.002733502,0.0009017217,0.002232139,0.001408601,0.001198845,0.4884895],"category_scores_gemma":[0.01818486,0.0005421552,0.0007019553,0.003402709,0.0003872568,0.001868218,0.001236695,0.001627667,0.290852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001150714,"about_ca_system_score_gemma":0.00240232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005338884,"about_ca_topic_score_gemma":0.005916805,"domain_scores_codex":[0.9988145,0.0002344298,0.00007910786,0.0001711592,0.0006502121,0.00005071427],"domain_scores_gemma":[0.9920639,0.002495793,0.0001979656,0.000790653,0.00429863,0.0001529468],"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":[0.00002854716,0.00002629818,0.0001804756,0.0003974136,0.00001026113,0.00006587835,0.00004504199,0.001238782,0.0002565562,0.01559549,0.918692,0.06346323],"study_design_scores_gemma":[0.0000252523,0.00002231502,0.0005609287,0.0003695935,0.000008388452,0.0002157431,0.00007527478,0.00324955,0.0005541397,0.03807452,0.9568168,0.00002747114],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002522761,0.007146505,0.3361668,0.008732595,0.009734909,0.001567463,0.2386305,0.01195048,0.3835479],"genre_scores_gemma":[0.02786848,0.01150976,0.3248169,0.004234349,0.003049504,0.002757874,0.2353887,0.008122724,0.3822519],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4884895,"threshold_uncertainty_score":0.7296076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03305303662612085,"score_gpt":0.254865693091581,"score_spread":0.2218126564654602,"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."}}