{"id":"W2516957293","doi":"","title":"Stochastic Modeling and Complex System Approaches to Nonlinear Geophysical Systems II Posters","year":2014,"lang":"en","type":"article","venue":"2014 AGU Fall Meeting","topic":"Advanced Computational Techniques and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Nonlinear system; Geophysics; Geology; Computer science; Statistical physics; Physics","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":[0.0002926899,0.0001584059,0.0002153169,0.00007318137,0.0003536203,0.0001419088,0.0004436549,0.00004198857,5.515788e-8],"category_scores_gemma":[0.00002430317,0.0001508628,0.0000371846,0.0001547044,0.00002108351,0.0001509733,0.0004321366,0.00009815403,0.00002245322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004319256,"about_ca_system_score_gemma":0.00001361838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001807032,"about_ca_topic_score_gemma":0.000006339933,"domain_scores_codex":[0.9987168,0.00005463275,0.0002767303,0.0004675086,0.0002266056,0.0002576684],"domain_scores_gemma":[0.9992082,0.0001296656,0.0000950763,0.0003485954,0.00007250805,0.0001460058],"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":[0.000002696414,0.00002543024,0.00001861654,0.00006135221,0.000007825478,4.953993e-7,0.0002848631,0.7436527,0.0003714062,0.251155,0.0000796337,0.00433992],"study_design_scores_gemma":[0.00009294489,0.00006060595,0.00003079138,0.0001083044,0.00000516078,0.00001654396,0.00007403574,0.9979561,0.00001303902,0.00110624,0.0003565208,0.0001797317],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07032047,0.00002869,0.9276376,0.0005418108,0.00007476669,0.000330962,0.000002452822,0.0003669965,0.0006962942],"genre_scores_gemma":[0.7312939,2.849125e-7,0.2683571,0.0001036008,0.0001421075,0.00006722804,0.000005273625,0.0000122899,0.00001824274],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6609734,"threshold_uncertainty_score":0.6152006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06385960339333843,"score_gpt":0.257153511265876,"score_spread":0.1932939078725376,"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."}}