{"id":"W2002963333","doi":"10.1109/lpt.2013.2255870","title":"A Nonlinear Model for the Operation of Fiber Optical Parametric Oscillators in the Steady State","year":2013,"lang":"en","type":"article","venue":"IEEE Photonics Technology Letters","topic":"Optical Network Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Parametric statistics; Nonlinear system; Block diagram; Control theory (sociology); Transfer function; Optical fiber; Physics; Optics; Computer science; Mathematics; Engineering; 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":[0.0002644632,0.0001759897,0.0002246607,0.0003085407,0.00005473555,0.00003345413,0.0006982573,0.0002498305,0.000004436547],"category_scores_gemma":[0.0001222743,0.0001120248,0.00006262722,0.0008233315,0.0003567272,0.00009173485,0.00005148474,0.0005422136,0.00002646576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006802886,"about_ca_system_score_gemma":0.00001363105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000090403,"about_ca_topic_score_gemma":0.00001545258,"domain_scores_codex":[0.998867,0.00001151333,0.0003631082,0.0001980751,0.0001529832,0.0004073466],"domain_scores_gemma":[0.9988986,0.0004143931,0.00004298585,0.0005863624,0.00004161762,0.00001602225],"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":[0.000005534356,0.00003508719,0.0001097139,0.00002368508,0.00004499923,0.000001806304,0.0001079323,0.9770408,0.01530207,0.001521725,0.001314061,0.00449259],"study_design_scores_gemma":[0.0002372213,0.00004466984,0.00005246878,0.00000817605,0.00001673773,0.000004558439,0.00009845755,0.9809988,0.01648095,0.001649093,0.0002786186,0.0001303214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9642868,0.000163251,0.02741158,0.006497949,0.0001202019,0.001070116,0.00001076796,0.0003954471,0.00004390333],"genre_scores_gemma":[0.9621667,0.00009970892,0.03679846,0.0003716082,0.000008698135,0.0005140478,0.000001688207,0.00003132643,0.000007736083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009386878,"threshold_uncertainty_score":0.4568237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01239390263754575,"score_gpt":0.2246139130953053,"score_spread":0.2122200104577595,"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."}}