{"id":"W4384575242","doi":"10.23952/jnva.7.2023.4.01","title":"Editorial: Special issue on fast algorithms and theories for applications in signal and image processing","year":2023,"lang":"en","type":"editorial","venue":"Journal of Nonlinear and Variational Analysis","topic":"Optical Systems and Laser Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Signal processing; Algorithm; Image (mathematics); Image processing; Artificial intelligence; Digital signal processing; Computer hardware","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004873487,0.0001787215,0.0005760073,0.000522621,0.00008293839,0.0001259764,0.00008876101,0.0004047293,0.00001446517],"category_scores_gemma":[0.000235045,0.000145386,0.0001017589,0.0004328181,0.00005511895,0.0001119711,0.00002498853,0.000443878,0.000001008091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004377482,"about_ca_system_score_gemma":0.00006065832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001724392,"about_ca_topic_score_gemma":0.00004560869,"domain_scores_codex":[0.9988016,0.00002002258,0.0005102262,0.0001796373,0.000345063,0.0001434517],"domain_scores_gemma":[0.998441,0.0009191568,0.0001942423,0.0000600899,0.0003130039,0.00007252231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001610188,0.0001587408,0.000208384,0.0006933922,0.002224684,0.000008862276,0.0004107366,0.003897661,0.00008068738,0.001553291,0.9734787,0.0171239],"study_design_scores_gemma":[0.000678808,0.0001563703,0.0003077691,0.00008080689,0.0009314034,0.000001547313,0.0001504981,0.07044286,0.000007436321,0.002591531,0.9244183,0.0002327209],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0004557236,0.0006847563,0.0549757,0.0004364661,0.9413342,0.0004185145,0.001400741,0.00007619904,0.000217627],"genre_scores_gemma":[0.0002895364,0.0003057319,0.00508014,0.000002487491,0.9940498,0.00001914102,0.0001567239,0.00002602383,0.00007044742],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0665452,"threshold_uncertainty_score":0.5928667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004388918148189406,"score_gpt":0.2546928962366904,"score_spread":0.250303978088501,"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."}}