{"id":"W4385210382","doi":"10.1049/mia2.12394","title":"Stability and steady state analysis of mode lock state of medium coupled microwave oscillators","year":2023,"lang":"en","type":"article","venue":"IET Microwaves Antennas & Propagation","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Beat (acoustics); Microwave; Phase noise; Control theory (sociology); Physics; Van der Pol oscillator; Entrainment (biomusicology); Frequency drift; Instability; Coupling (piping); Stability (learning theory); Natural frequency; Acoustics; Local oscillator; Computer science; Mechanics; Materials science; Optics; Nonlinear system; Vibration; Quantum mechanics","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":[0.0007541029,0.0001754076,0.0004042137,0.0005033818,0.00006688525,0.00006914404,0.000301474,0.00005022356,0.000004333952],"category_scores_gemma":[0.00003168618,0.0001595565,0.0001193966,0.00173815,0.0001219404,0.0004441199,0.0001949981,0.00009964282,0.000005877888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000042478,"about_ca_system_score_gemma":0.00008632641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002332585,"about_ca_topic_score_gemma":0.0005020608,"domain_scores_codex":[0.9982171,0.0001004745,0.0006930933,0.0003739536,0.0003489378,0.0002664345],"domain_scores_gemma":[0.9984714,0.00008363146,0.0005057613,0.0004598271,0.0004042535,0.00007508424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005659423,0.0001115144,0.01728238,0.0002590219,0.0003761069,0.000003464241,0.007546121,0.002042967,0.9631122,0.0002648532,0.0000207273,0.008924022],"study_design_scores_gemma":[0.0002624251,0.0001073832,0.0462272,0.00003239279,0.00007729357,0.000001825021,0.0001078977,0.8543923,0.09727655,0.00135205,0.00000942965,0.0001532401],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7893556,0.00004127466,0.2099034,0.0001478838,0.00009370581,0.0002476615,0.0001394292,0.00005493121,0.00001610477],"genre_scores_gemma":[0.9965447,0.0001658203,0.003010576,0.0000268502,0.000008757057,0.000004487958,0.0001782334,0.00001217742,0.00004839654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8658357,"threshold_uncertainty_score":0.6506523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01473750997566289,"score_gpt":0.2481703972095412,"score_spread":0.2334328872338783,"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."}}