{"id":"W4313016064","doi":"10.32972/dms.2022.023","title":"Mechanical simulation of spring-based tube compensator","year":2022,"lang":"en","type":"article","venue":"Design of Machines and Structures","topic":"Mechanical and Thermal Properties Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Iron Ore Company (Canada)","funders":"Nemzeti Kutatási, Fejlesztési és Innovaciós Alap","keywords":"Spring (device); Tube (container); Computer science; Finite element method; Mechanical engineering; Structural engineering; Engineering","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":[0.0001048758,0.00007776848,0.0001882599,0.00004313815,0.00004882884,0.000004321173,0.00008599357,0.00002244256,0.000288746],"category_scores_gemma":[0.00001331321,0.00005985311,0.00005154759,0.00007218485,0.00001540316,0.00001522926,0.00003596251,0.00007721097,1.457032e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006027325,"about_ca_system_score_gemma":0.000004073313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006918488,"about_ca_topic_score_gemma":0.000001962705,"domain_scores_codex":[0.9994735,0.00005289034,0.0001852523,0.00008013886,0.0001368745,0.00007133553],"domain_scores_gemma":[0.9997455,0.0000774891,0.00003610161,0.00009640167,0.00001585596,0.00002867559],"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":[0.00005887114,0.000007061334,0.00008037239,0.00004945802,0.000036326,7.141239e-7,0.00001763371,0.9617443,0.03225366,0.002367007,0.000004781386,0.003379785],"study_design_scores_gemma":[0.0001873894,0.0000877372,0.0005936368,0.000002940184,0.00002717506,6.639585e-7,0.000009370073,0.9877877,0.008515557,0.002607842,0.0001113807,0.00006860189],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8363996,0.0005490091,0.1627157,0.00002469903,0.0000810052,0.0001098316,0.00002116086,0.00004264262,0.0000562662],"genre_scores_gemma":[0.9986978,0.000006191196,0.001240252,0.00002364733,0.00001330106,0.000003031825,0.000002448505,0.00001001907,0.000003334849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1622981,"threshold_uncertainty_score":0.3161567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01736872144126985,"score_gpt":0.2148705579281695,"score_spread":0.1975018364868997,"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."}}