{"id":"W2083358937","doi":"10.1103/physreve.84.056207","title":"Isolas of periodic passive Q-switching self-pulsations in the three-level:two-level model for a laser with a saturable absorber","year":2011,"lang":"en","type":"article","venue":"Physical Review E","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; Benemérita Universidad Autónoma de Puebla; Consejo Nacional de Ciencia y Tecnología","keywords":"Saturable absorption; Laser; Physics; Period (music); Stability (learning theory); Continuation; Quasi periodic; Optics; Control theory (sociology); Control (management); Fiber laser; Computer science; Acoustics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002899062,0.0002805277,0.0004350129,0.0003840293,0.0005533703,0.0007886337,0.0006590516,0.001073768,0.001446314],"category_scores_gemma":[0.0006503044,0.0002137171,0.0005505529,0.0002280661,0.001221656,0.0006757982,0.0006678253,0.0006051773,0.0001501354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006377593,"about_ca_system_score_gemma":0.000525896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001480367,"about_ca_topic_score_gemma":0.0009558931,"domain_scores_codex":[0.999933,0.00001824371,0.000003574533,0.00001041961,0.00001828873,0.0000165255],"domain_scores_gemma":[0.9997575,0.00009115472,0.00006163451,0.00002204197,0.00002180602,0.0000459618],"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":[0.0002742262,0.000200709,0.002974559,0.0001475533,0.00005616763,0.001063081,0.0008126039,0.5929284,0.05642905,0.3371838,0.001109437,0.006820493],"study_design_scores_gemma":[0.00003052043,0.00003696756,0.0002427507,0.000004868207,0.000006936447,0.00006974845,0.00004374861,0.9809646,0.001251958,0.01704626,0.0002908745,0.00001070242],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9102529,0.0001927207,0.07562143,0.0006020955,0.00003327787,0.00004818077,0.00005586222,0.00008868767,0.01310483],"genre_scores_gemma":[0.9882175,0.0001161488,0.00866086,0.00004747907,0.00001101559,0.00005776228,0.0000201804,0.00001648559,0.002852537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001480367,"threshold_uncertainty_score":0.004838407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06706622905683526,"score_gpt":0.2947712426115675,"score_spread":0.2277050135547322,"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."}}