{"id":"W7118439483","doi":"10.1177/10519815251386811","title":"Ergonomic support and workstation satisfaction among teleworkers in small and medium enterprises","year":2025,"lang":"en","type":"article","venue":"Work","topic":"Work-Family Balance Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Brain Institute; Champlain Regional College; Université Laval","funders":"","keywords":"Human factors and ergonomics; Workstation; Logistic regression; Job satisfaction; Population; Participatory ergonomics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003967501,0.00008259611,0.0001233629,0.0001170697,0.0001420099,0.00007233815,0.00006417893,0.0001154233,0.00003416326],"category_scores_gemma":[0.00009623895,0.00008976732,0.00001466309,0.0002964673,0.0002203998,0.0001438346,0.00003528342,0.0001392616,0.00000403391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001159068,"about_ca_system_score_gemma":0.00007086311,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001203525,"about_ca_topic_score_gemma":0.04207813,"domain_scores_codex":[0.9992613,0.00009421394,0.0001476616,0.0002151366,0.00007358831,0.0002081219],"domain_scores_gemma":[0.9995704,0.0002257952,0.00005243289,0.00008083073,0.00001541376,0.00005507443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002717018,0.000006706164,0.9740614,0.000007402413,0.000007533067,0.000001220325,0.005675359,0.00001034222,0.000004264441,0.0001803811,0.0009276642,0.01909061],"study_design_scores_gemma":[0.0001793876,0.000007768924,0.9888918,0.0001496774,0.000007430022,1.049005e-7,0.007581407,0.000001559674,0.000004153263,0.0009663678,0.002131831,0.00007855651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885834,0.0006756195,0.00009091763,0.0008690429,0.0004180456,0.0001906131,6.578251e-7,0.00005506681,0.009116624],"genre_scores_gemma":[0.996674,0.001855505,0.0003276457,0.00009161459,0.00007075404,0.00002332341,0.000001991418,0.000006044533,0.0009491218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0408746,"threshold_uncertainty_score":0.9754015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01150296173111399,"score_gpt":0.2672551833241317,"score_spread":0.2557522215930177,"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."}}