{"id":"W1984305442","doi":"10.1007/s00365-007-9005-8","title":"Uniform Uncertainty Principle for Bernoulli and Subgaussian Ensembles","year":2008,"lang":"en","type":"article","venue":"Constructive Approximation","topic":"Sparse and Compressive Sensing Techniques","field":"Engineering","cited_by":320,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Mathematics; Bernoulli's principle; Chaining; Convexity; Simple (philosophy); Measure (data warehouse); Applied mathematics; Calculus (dental); Computer science","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":[0.005232995,0.001400954,0.001440004,0.001999896,0.0009778216,0.00278616,0.001848153,0.002259377,0.002991579],"category_scores_gemma":[0.01673128,0.0008842748,0.001233156,0.001642974,0.005082682,0.005201,0.003530693,0.004392507,0.000595493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001501425,"about_ca_system_score_gemma":0.001131081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001191809,"about_ca_topic_score_gemma":0.001102165,"domain_scores_codex":[0.9974141,0.001136577,0.00009283001,0.0002980774,0.0009116123,0.0001466716],"domain_scores_gemma":[0.9922792,0.005618613,0.0004199833,0.0005731219,0.0008113243,0.000297873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001692651,0.00000774455,0.00006081623,0.00002930854,0.00001350006,0.00002261952,0.00004668544,0.01206513,0.0003272707,0.9827631,0.0008860882,0.003760922],"study_design_scores_gemma":[0.00000487104,0.000008745701,0.0000935627,0.00001418606,0.000007210571,0.00003769963,0.000017325,0.1124536,0.0002343722,0.8856803,0.001435774,0.00001250863],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006947672,0.0009766708,0.9794123,0.0009771413,0.0001217409,0.00001708618,0.0001180565,0.00004566968,0.01138369],"genre_scores_gemma":[0.588872,0.007428146,0.3715566,0.001837578,0.002324634,0.0004437213,0.0007148011,0.0002937451,0.02652888],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005232995,"threshold_uncertainty_score":0.02767503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02047043514167407,"score_gpt":0.2359204618546497,"score_spread":0.2154500267129756,"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."}}