{"id":"W4362648580","doi":"10.2139/ssrn.4410550","title":"Importance of Phase Change Timing in a Self-Sustained Oscillatory Flow","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Phase (matter); Flow (mathematics); Psychology; Mechanics; 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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002508268,0.0002174506,0.0003262633,0.0004651971,0.00006880206,0.00009180722,0.0009966262,0.0001517033,0.000002200461],"category_scores_gemma":[0.00002681575,0.0002167574,0.0001533784,0.0003491132,0.00001452185,0.0003383174,0.0005039119,0.002431699,0.000009477688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001197199,"about_ca_system_score_gemma":0.00235707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000713474,"about_ca_topic_score_gemma":0.001265438,"domain_scores_codex":[0.9972041,0.00008842864,0.0006110133,0.0003220054,0.0003794286,0.001395001],"domain_scores_gemma":[0.9987168,0.00003257291,0.0006014168,0.0004534084,0.0001288808,0.000066876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002601281,0.002258153,0.06311274,0.002161368,0.001668706,0.0005293114,0.03092721,0.01620069,0.0004481614,0.2917176,0.0002571463,0.5904589],"study_design_scores_gemma":[0.0009827171,0.0001855961,0.000858406,0.0001807153,0.00001633993,0.0001017685,0.00018901,0.8308995,0.0000123736,0.1662086,0.00008491149,0.0002801704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6707527,0.001567666,0.3241657,0.001350947,0.00126469,0.0005574873,0.00002521563,0.0001814327,0.0001341549],"genre_scores_gemma":[0.9890463,0.00356731,0.006580595,0.00008925827,0.0004574963,0.00002676865,0.00003625914,0.00004035939,0.0001556963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8146988,"threshold_uncertainty_score":0.9998697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03045275034805871,"score_gpt":0.2913245831308689,"score_spread":0.2608718327828102,"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."}}