{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008703272,0.0005635612,0.0004193945,0.001464989,0.0003052631,0.001303974,0.0007187151,0.0009583238,0.004448437],"category_scores_gemma":[0.000855453,0.0002628306,0.0004276561,0.001571708,0.0006234495,0.001730099,0.0005163486,0.0007273621,0.001286871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005964965,"about_ca_system_score_gemma":0.001154856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001467941,"about_ca_topic_score_gemma":0.0007755975,"domain_scores_codex":[0.9994325,0.00006383313,0.00003925039,0.0001430586,0.0002546538,0.00006681857],"domain_scores_gemma":[0.9993504,0.0001690476,0.00007032534,0.00003897674,0.0002917822,0.00007955662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002301128,0.0002180456,0.003587568,0.003837318,0.00004616415,0.0002744114,0.0004729955,0.004011266,0.04977265,0.02629045,0.006963603,0.9042953],"study_design_scores_gemma":[0.00005246477,0.001384461,0.008480687,0.001603141,0.000174963,0.001422434,0.001260133,0.01786952,0.0573539,0.02235509,0.8879242,0.0001189713],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05202344,0.8551337,0.02281307,0.003161542,0.000836137,0.00005016673,0.000110494,0.0001491334,0.06572231],"genre_scores_gemma":[0.3224765,0.6311869,0.01620249,0.0009537888,0.001258874,0.00004459998,0.0002536984,0.0000424936,0.02758056],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004448437,"threshold_uncertainty_score":0.01488155,"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."}}