{"id":"W2290186100","doi":"10.1049/joe.2015.0109","title":"Simple evaluation of squared weight","year":2015,"lang":"en","type":"article","venue":"The Journal of Engineering","topic":"Digital Filter Design and Implementation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Simple (philosophy); Code word; Computer science; Metric (unit); Coding (social sciences); Algorithm; Base (topology); Mathematics; Statistics; Decoding methods; Engineering; Mathematical analysis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001518935,0.00003570301,0.0000629313,0.00006400234,0.000007585816,0.00002369565,0.0002781548,0.000007459488,0.000003802529],"category_scores_gemma":[0.00009492395,0.00002380945,0.00002401355,0.0001208777,0.000003729941,0.0004984486,0.00002831745,0.00003826293,0.000001864298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003524845,"about_ca_system_score_gemma":0.00004858409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002362959,"about_ca_topic_score_gemma":2.693553e-7,"domain_scores_codex":[0.9992757,0.00003647903,0.0001986151,0.00002387035,0.000404365,0.00006092323],"domain_scores_gemma":[0.9994288,0.00004557761,0.0001199475,0.0001066994,0.0002615333,0.00003745668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006962066,0.0001407224,0.001005211,0.00005124245,0.0002212064,0.000007673554,0.01226454,0.6723116,0.0974874,0.02455599,0.0152892,0.1765956],"study_design_scores_gemma":[0.001226149,0.0003519813,0.004360668,0.00004050588,0.00005647127,0.00008469319,0.0001461043,0.9333181,0.05009977,0.007685343,0.002526221,0.0001039383],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2023119,0.000169135,0.7965815,0.0001056327,0.0002790117,0.00005126346,4.144094e-7,0.000008234116,0.0004928804],"genre_scores_gemma":[0.995913,0.000002782957,0.004014158,0.00001217554,0.000049532,3.568771e-7,2.775337e-7,0.000002586642,0.000005137304],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7936011,"threshold_uncertainty_score":0.09709214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07175947730679476,"score_gpt":0.2952596258815103,"score_spread":0.2235001485747156,"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."}}