{"id":"W4385619558","doi":"10.5267/j.esm.2023.7.004","title":"Prototype production and investigation of mechanical properties of leaf springs used in air suspension systems","year":2023,"lang":"en","type":"article","venue":"Engineering Solid Mechanics","topic":"Mechanical Engineering and Vibrations Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministerstvo Průmyslu a Obchodu","keywords":"Leaf spring; Materials science; Spring (device); Suspension (topology); Spring steel; Bending; Chassis; Composite material; Stress (linguistics); Strain gauge; Structural engineering; Environmental science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006456538,0.0001699143,0.0003404556,0.0004810738,0.00002012446,0.000009164843,0.0001175774,0.0001469908,0.000001664887],"category_scores_gemma":[0.0003906294,0.0001712428,0.00003704731,0.0008678463,0.00001321127,0.0001467983,0.00005925922,0.0002559976,0.000004824337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000527798,"about_ca_system_score_gemma":0.00002759695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002326197,"about_ca_topic_score_gemma":0.000006059755,"domain_scores_codex":[0.9987048,0.00002715435,0.0004817754,0.0002125312,0.0002964085,0.0002773273],"domain_scores_gemma":[0.9994974,0.00004041909,0.00004208354,0.0002547784,0.00008165519,0.00008371543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007536051,0.000005819602,0.00001021564,0.0009074432,0.0000123049,0.000001160853,0.000142499,0.4423756,0.5522091,0.004267565,0.000005133911,0.00005567547],"study_design_scores_gemma":[0.0001057536,0.00005725959,0.0000732318,0.0004171739,0.000004551414,0.000003244686,0.00005007762,0.6006188,0.3984973,0.00005692746,0.00001659809,0.00009915319],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778208,0.0002064795,0.02023124,0.00004082695,0.0004653302,0.0007631116,0.000003261868,0.0004639786,0.000005018817],"genre_scores_gemma":[0.9988523,0.0001380053,0.0007593989,8.464737e-7,0.00004472443,0.0001284411,0.000005615274,0.00005465591,0.00001608524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1582432,"threshold_uncertainty_score":0.6983079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03118695450571195,"score_gpt":0.235113673222838,"score_spread":0.203926718717126,"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."}}