{"id":"W3212767849","doi":"10.5539/mas.v15n6p46","title":"New Systematic Solution for Resolving Nonlinear Dynamics Using System Analytical Theory Based on Engineering Science","year":2021,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Statistical and Computational Modeling","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Field (mathematics); Physicist; Imperfect; Nonlinear system; Systems science; Management science; Science and engineering; Physics; Theoretical physics; Mathematics; Engineering ethics; Artificial intelligence; Engineering; Quantum mechanics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001676147,0.0009452232,0.001005379,0.001240953,0.001092591,0.001532521,0.001131224,0.00135704,0.002681404],"category_scores_gemma":[0.003255504,0.0005741376,0.001616658,0.0006370877,0.0016702,0.00224301,0.002397489,0.002121217,0.0007487544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007112083,"about_ca_system_score_gemma":0.002583102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001508384,"about_ca_topic_score_gemma":0.001245522,"domain_scores_codex":[0.9990963,0.0003118865,0.00006240686,0.0001435204,0.000324322,0.00006166304],"domain_scores_gemma":[0.9990871,0.0004098212,0.00009942261,0.0001039711,0.0002586161,0.0000411131],"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":[0.00004614529,0.00009369126,0.001385279,0.0007781049,0.0001573988,0.0003436344,0.000680137,0.1511186,0.01214474,0.7435789,0.005555429,0.08411795],"study_design_scores_gemma":[0.00002767768,0.00006076308,0.0002781879,0.0001136666,0.00004786143,0.0001439355,0.00009645675,0.6506667,0.00225077,0.3284315,0.01783632,0.00004619782],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002878244,0.000806765,0.9904298,0.000757398,0.0001582316,0.0000490678,0.00003039295,0.0001325637,0.004757572],"genre_scores_gemma":[0.1589115,0.003868968,0.8267491,0.0005935997,0.0005192125,0.0005108311,0.00020219,0.0002636341,0.008380863],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002681404,"threshold_uncertainty_score":0.008970201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02262359067264583,"score_gpt":0.2581443445565378,"score_spread":0.235520753883892,"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."}}