{"id":"W4411986900","doi":"10.2139/ssrn.5338337","title":"Dynamic Stability of Piles with Fractional Damping Foundation","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Foundation (evidence); Stability (learning theory); Damping ratio; Structural engineering; Geotechnical engineering; Engineering; Physics; Computer science; Political science; Vibration; Acoustics; Law","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":[0.0006762451,0.0002042981,0.0003146589,0.000255649,0.00009223018,0.00005237135,0.0002037432,0.0001536387,0.0001162761],"category_scores_gemma":[0.00002769174,0.0001890204,0.0001618571,0.0001925383,0.00004065751,0.0001459108,0.00005036654,0.002418117,0.000003757237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001730725,"about_ca_system_score_gemma":0.002358493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004031364,"about_ca_topic_score_gemma":0.00242285,"domain_scores_codex":[0.9983699,0.0000564524,0.0004331445,0.0001936216,0.0002885985,0.0006582252],"domain_scores_gemma":[0.9992996,0.00004682931,0.0002114805,0.0002334336,0.0001701593,0.00003849494],"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":[0.00005593104,0.00005267272,0.002422957,0.0002267807,0.001270736,8.664589e-7,0.0001516199,0.9698789,0.0002090948,0.01602818,0.00001304378,0.009689188],"study_design_scores_gemma":[0.0003992798,0.00006775242,0.001057351,0.0001864605,0.0002860843,0.00004686542,0.0009878241,0.9055995,0.0000976208,0.09080661,0.0001479302,0.000316674],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1216139,0.000678773,0.8755203,0.0001250991,0.0002420546,0.0001087897,0.00001587284,0.00007729854,0.00161793],"genre_scores_gemma":[0.996051,0.00241299,0.001089057,0.000009593231,0.0000552694,0.000008669802,0.0001191974,0.00001813903,0.0002360978],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8744371,"threshold_uncertainty_score":0.9998834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00582827462452972,"score_gpt":0.2327222036426964,"score_spread":0.2268939290181666,"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."}}