{"id":"W2109961831","doi":"10.1142/s0219477512400147","title":"ROGUE WAVES IN SPATIALLY EXTENDED OPTICAL SYSTEMS","year":2012,"lang":"en","type":"article","venue":"Fluctuation and Noise Letters","topic":"Nonlinear Waves and Solitons","field":"Physics and Astronomy","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","funders":"Agence Nationale de la Recherche","keywords":"Rogue wave; Granularity; Poisson distribution; Physics; Context (archaeology); Statistical physics; Measure (data warehouse); Extreme value theory; Amplitude; Event (particle physics); Nonlinear system; Optics; Geology; Computer science; Mathematics; Statistics; Astrophysics; Quantum mechanics; Data mining","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":[0.0001263717,0.0000875037,0.0001106369,0.00004841921,0.00004430403,0.00003112188,0.00003785732,0.00002365304,0.00007426892],"category_scores_gemma":[0.000004655383,0.00007792824,0.00002924832,0.00005646213,0.00002473276,0.0001487151,0.00001846027,0.00008484685,0.00003663933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001168094,"about_ca_system_score_gemma":0.000009387199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001376556,"about_ca_topic_score_gemma":0.000002704425,"domain_scores_codex":[0.9994049,0.00003630853,0.0001508907,0.0001069819,0.00009046504,0.0002104591],"domain_scores_gemma":[0.9997419,0.00003600074,0.00003199193,0.00009214648,0.00001076445,0.00008719007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001096655,0.0008762676,0.5269625,0.0001180991,0.0001840669,0.000008709672,0.008514979,0.001552108,0.1251009,0.2744824,0.003955176,0.05813517],"study_design_scores_gemma":[0.002146661,0.00005238102,0.9554161,0.00008286628,0.00005813734,0.000006383591,0.001245943,0.0234881,0.003319411,0.001024304,0.01244361,0.0007161081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920434,0.00004880763,0.00458802,0.001207785,0.000263461,0.0001360819,0.00001005335,0.0000127634,0.001689595],"genre_scores_gemma":[0.998193,0.000001763456,0.000575007,0.0003118038,0.0007317784,0.0000111537,0.00004941984,0.000009063641,0.0001169769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4284536,"threshold_uncertainty_score":0.3177821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01072672503740264,"score_gpt":0.2454278280731512,"score_spread":0.2347011030357486,"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."}}