{"id":"W4393469053","doi":"10.1002/cta.4038","title":"On the realization of an amplifier‐tuned low/high frequency family of oscillators","year":2024,"lang":"en","type":"article","venue":"International Journal of Circuit Theory and Applications","topic":"Mechanical and Optical Resonators","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Realization (probability); Amplifier; Physics; Mathematics; Computer science; Telecommunications; Statistics; Bandwidth (computing)","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":[0.0004936793,0.0000692028,0.0001196754,0.00007971458,0.00003812431,0.00003146307,0.0002682436,0.00002786729,0.0002492147],"category_scores_gemma":[0.00004427138,0.00004477911,0.00008686291,0.0001232529,0.00009300574,0.00009604791,0.00001784549,0.0001268126,0.000004330255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001118766,"about_ca_system_score_gemma":0.00005622297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000120274,"about_ca_topic_score_gemma":2.513736e-7,"domain_scores_codex":[0.9991419,0.00007138304,0.0003662237,0.00009554866,0.000264159,0.00006076759],"domain_scores_gemma":[0.9987843,0.000625891,0.0001829136,0.0001122074,0.0002356806,0.00005901855],"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":[0.00002048547,0.00009158542,0.00007365693,0.00000741689,0.00009582794,5.614222e-7,0.00007614989,0.00002597664,0.00721441,0.967171,0.0000182986,0.02520464],"study_design_scores_gemma":[0.0001093105,0.00005392113,0.0005376808,0.00008404115,0.00002787923,0.000002264486,0.0001603987,0.00003666993,0.00450543,0.9937635,0.00067481,0.00004411472],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4305457,0.0001312187,0.5634775,0.00008227624,0.0001527389,0.000114395,0.00009714877,0.000005817728,0.005393224],"genre_scores_gemma":[0.999592,0.00002005913,0.00002577986,0.00006840166,0.0002186761,0.00001081224,0.0000104866,0.000007021877,0.00004677226],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5690463,"threshold_uncertainty_score":0.2728727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009995434556896693,"score_gpt":0.266739128162214,"score_spread":0.2567436936053172,"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."}}