{"id":"W4392309682","doi":"10.2139/ssrn.4743116","title":"Harmonic-Modal Hybrid Frequency Approach for Parameterized Non-Linear Dynamics","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Parameterized complexity; Modal; Dynamics (music); Harmonic; Mathematics; Acoustics; Physics; Computer science; Algorithm; Materials science","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001924957,0.0006573599,0.0009088291,0.0002666059,0.0001326855,0.0002418607,0.0008011349,0.0004288272,0.00001314598],"category_scores_gemma":[0.00005029275,0.000609266,0.0006772381,0.0001361455,0.00003581754,0.00007364489,0.0001888027,0.006483014,0.00006472677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00303839,"about_ca_system_score_gemma":0.002188936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008275234,"about_ca_topic_score_gemma":0.00007947398,"domain_scores_codex":[0.995172,0.00007075696,0.0009811898,0.000515874,0.0003912187,0.002868953],"domain_scores_gemma":[0.9988696,0.00008558953,0.0002130685,0.000548778,0.00009698571,0.0001859558],"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":[0.000237541,0.0003877355,0.0001307398,0.01387698,0.01559544,0.0001257343,0.002154569,0.7780659,0.002360036,0.07707462,0.004240765,0.10575],"study_design_scores_gemma":[0.0005270328,0.0001074014,0.000001992605,0.0002197958,0.000222773,0.0008270176,0.0002721897,0.8029766,0.00006524792,0.1939745,0.000255422,0.0005500205],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08787066,0.008832577,0.8945686,0.000151585,0.003267384,0.001129366,0.0001874665,0.0004033231,0.003588993],"genre_scores_gemma":[0.9839008,0.003199293,0.00953417,0.00001870063,0.001598398,0.0003052012,0.0003182144,0.0002811665,0.0008440337],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8960302,"threshold_uncertainty_score":0.9996359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01279579039645671,"score_gpt":0.2385500771620397,"score_spread":0.225754286765583,"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."}}