{"id":"W4413953991","doi":"10.3390/act14090436","title":"AI-Enhanced Model for Integrated Performance Prediction and Classification of Vibration-Reducing Gloves for Hand-Transmitted Vibration Control","year":2025,"lang":"en","type":"article","venue":"Actuators","topic":"Effects of Vibration on Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"National Natural Science Foundation of China","keywords":"Vibration; Vibration control; Computer science; Engineering; Structural engineering; Artificial intelligence; Acoustics; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006610964,0.0008318068,0.0006801779,0.0005725122,0.0002549867,0.0006714682,0.000843678,0.0007472048,0.0009270598],"category_scores_gemma":[0.001335253,0.000266375,0.0006868879,0.0002855373,0.0002967881,0.0003752776,0.0004233033,0.0008716335,0.0003218214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005518142,"about_ca_system_score_gemma":0.0006638517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01004501,"about_ca_topic_score_gemma":0.006348838,"domain_scores_codex":[0.9997581,0.00003985373,0.00001777655,0.00008270392,0.00006073387,0.00004086546],"domain_scores_gemma":[0.9995931,0.0001731202,0.00006219459,0.00002407457,0.0001293739,0.0000180813],"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":[0.0001170267,0.0001614325,0.002620177,0.00005345932,0.00005815974,0.00003900548,0.0000539024,0.9232241,0.007155173,0.000620509,0.0003894589,0.06550761],"study_design_scores_gemma":[0.000002102802,0.00002928365,0.0003687616,0.000002436805,0.000005259906,0.000004859069,0.000003191028,0.9987869,0.0005816203,0.0001421978,0.00007049223,0.000002917564],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1107751,0.000361374,0.8856147,0.000170355,0.00006681751,0.00009244482,0.0001423147,0.001089159,0.001687728],"genre_scores_gemma":[0.9603645,0.00009945094,0.03738331,0.00008250419,0.00002400995,0.0001838639,0.0001696765,0.00002203613,0.001670661],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01004501,"threshold_uncertainty_score":0.01997304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01562439696397293,"score_gpt":0.3039875312444975,"score_spread":0.2883631342805246,"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."}}