{"id":"W1990211490","doi":"10.1103/physreve.75.016213","title":"<mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><mml:mrow><mml:mn>1</mml:mn><mml:mo>∕</mml:mo><mml:mi>f</mml:mi></mml:mrow></mml:math>noise in a thin stochastic layer described by the discrete nonlinear Schrödinger equation","year":2007,"lang":"lv","type":"article","venue":"Physical Review E","topic":"Nonlinear Photonic Systems","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; Consejo Nacional de Ciencia y Tecnología","keywords":"Phase space; Nonlinear system; Stefan problem; Physics; Mathematical analysis; Algorithm; Statistical physics; Mathematics; Boundary (topology); Quantum mechanics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002239047,0.0007510064,0.0005203316,0.0001448535,0.0006975881,0.0006354327,0.00131341,0.0005771303,0.00346827],"category_scores_gemma":[0.0008524602,0.0009676392,0.001451507,0.0009206354,0.0006037909,0.0007767665,0.0008141677,0.001523583,0.002832889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003052331,"about_ca_system_score_gemma":0.0007346185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001192482,"about_ca_topic_score_gemma":0.0002661303,"domain_scores_codex":[0.9934366,0.0004163694,0.001617891,0.001267879,0.001663735,0.001597536],"domain_scores_gemma":[0.9947065,0.001520142,0.001491706,0.001538806,0.000144823,0.0005980372],"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":[0.0003540042,0.0006208199,0.000007916124,0.001677444,0.0006825251,0.000104796,0.001377896,0.0006743418,0.003888155,0.9762758,0.008492726,0.005843568],"study_design_scores_gemma":[0.00173048,0.0009496976,0.00004602599,0.00759636,0.001750831,0.0001436823,0.001160657,0.7826424,0.1880929,0.0006989388,0.01365988,0.00152813],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602695,0.007037083,0.005767338,0.0008573232,0.001313574,0.0002370644,0.0006273857,0.0001342578,0.02375649],"genre_scores_gemma":[0.9909725,0.0009456343,0.00105975,0.0008389063,0.003723578,0.0008688329,0.001078032,0.0003912214,0.0001215247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9755769,"threshold_uncertainty_score":0.9992774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02342042793925038,"score_gpt":0.2734245093212544,"score_spread":0.2500040813820041,"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."}}