{"id":"W4410445063","doi":"10.3390/app15105566","title":"Assessing Driver Comfort and In-Chair Movements in an Automotive Seat with Anti-Fatigue Massage Function","year":2025,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Mitacs","keywords":"Massage; Physical medicine and rehabilitation; Aeronautics; Psychology; Medicine; Engineering; Physical therapy; Alternative medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003350059,0.00009417343,0.0001239107,0.0002190419,0.0001181393,0.00008824815,0.0001151216,0.00004801363,0.00003072896],"category_scores_gemma":[0.000002447513,0.00007837335,0.00001006704,0.0004712991,0.0002624592,0.0002536728,0.00003834845,0.00009600883,0.000002676985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002639916,"about_ca_system_score_gemma":0.00004279554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002397353,"about_ca_topic_score_gemma":0.001315017,"domain_scores_codex":[0.9991546,0.0000297209,0.0001301153,0.0003766049,0.00009395189,0.0002149752],"domain_scores_gemma":[0.999777,0.00003524397,0.00004323944,0.0001053792,0.000010128,0.00002900493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003979369,0.000163644,0.9539584,0.00001329947,0.00001587662,0.000003404995,0.001343274,0.0006637303,0.00129992,0.02926381,0.0000347006,0.01320017],"study_design_scores_gemma":[0.0006704335,0.00007049386,0.9880798,0.00002436555,0.000003455262,1.667912e-7,0.00804769,0.000667598,0.00004574218,0.002239544,0.00005224655,0.00009844462],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9172557,0.00002983267,0.000885272,0.00008503296,0.0001235252,0.000211501,8.316386e-7,0.00001668578,0.08139162],"genre_scores_gemma":[0.9991647,0.000004398842,0.0002342258,0.0004212783,0.000005441067,0.00003423519,0.000003605611,0.000004067376,0.0001280398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08190901,"threshold_uncertainty_score":0.3195972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02649403669129494,"score_gpt":0.3359658206516692,"score_spread":0.3094717839603743,"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."}}