{"id":"W4403627461","doi":"10.54691/n0y56v86","title":"Research and Application Status of Soft Steel Dampers","year":2024,"lang":"en","type":"article","venue":"Frontiers in Sustainable Development","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Damper; Structural engineering; Forensic engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002486331,0.00008019603,0.0001193814,0.0005766072,0.00003848129,0.00003811594,0.00006149839,0.00004835936,0.000009522342],"category_scores_gemma":[0.0000158523,0.00008078052,0.00001226889,0.0008090374,0.00004705567,0.0001057583,0.00002836229,0.0001383466,0.000001759325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004528572,"about_ca_system_score_gemma":0.00009202016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000435665,"about_ca_topic_score_gemma":0.000004332466,"domain_scores_codex":[0.9991431,0.00001059578,0.0001840026,0.000144872,0.0001660961,0.0003512933],"domain_scores_gemma":[0.9997504,0.00002460574,0.000006275176,0.0000923005,0.00006416415,0.00006221735],"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":[0.00002465158,0.00002257202,0.008229445,0.003843548,0.0003132973,0.00005618998,0.0123412,0.4736283,0.0009677034,0.01745227,0.01623849,0.4668824],"study_design_scores_gemma":[0.0002136141,0.00001879324,0.01163347,0.0000844183,0.000008749525,0.00000177994,0.03765211,0.6917973,0.003886615,0.00137726,0.2530684,0.000257559],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1889205,0.00948989,0.7978258,0.00004408282,0.0003040818,0.0003118232,0.000002535039,0.0002459546,0.002855306],"genre_scores_gemma":[0.9851958,0.0002608169,0.01285237,0.000002063,0.00001018192,0.00005293519,0.00001499344,0.0000169162,0.001593906],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7962753,"threshold_uncertainty_score":0.3294134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008005216956151919,"score_gpt":0.2509374161587287,"score_spread":0.2429321992025767,"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."}}