{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002274655,0.0001083746,0.0002087522,0.00002901172,0.00006995305,0.00003187337,0.0004395682,0.00001353315,0.000001974363],"category_scores_gemma":[0.00001938984,0.00006306179,0.00008803491,0.0002415461,0.00001514316,0.0003471115,0.00005109514,0.0001195628,0.000009985753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001770268,"about_ca_system_score_gemma":0.00006578161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007894421,"about_ca_topic_score_gemma":0.000268199,"domain_scores_codex":[0.9992518,0.00003793283,0.0002046091,0.000164365,0.0001835396,0.0001577897],"domain_scores_gemma":[0.9993055,0.00008430389,0.0001422887,0.0003433202,0.00009483461,0.00002978897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001051566,0.00283723,0.004028844,0.005174562,0.0002245782,0.000009144041,0.05790678,0.004973099,0.0005971055,0.584566,0.0003948484,0.3391827],"study_design_scores_gemma":[0.0002489845,0.00008262365,0.002725884,0.0004098268,0.00002816631,0.000003152218,0.00001097481,0.9810759,0.00003140276,0.01516086,0.0001192058,0.0001029711],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08858843,0.0002337773,0.9095321,0.0005718628,0.00002188868,0.0006603519,0.00002974257,0.00001997546,0.000341885],"genre_scores_gemma":[0.919291,0.0001359726,0.07973424,0.0006541725,0.00002669939,0.0001309678,0.000008693191,0.000007806473,0.00001047244],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9761028,"threshold_uncertainty_score":0.2571585,"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."}}