{"id":"W4407622778","doi":"10.1016/j.ssci.2025.106816","title":"Financial evaluation of interventions to reduce musculoskeletal disorder risk: A scoping review","year":2025,"lang":"en","type":"review","venue":"Safety Science","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"WorkSafe Victoria; La Trobe University","keywords":"Psychological intervention; Poison control; Occupational safety and health; Human factors and ergonomics; Injury prevention; Suicide prevention; Musculoskeletal disorder; Risk assessment; Medicine; Risk analysis (engineering); Business; Engineering; Finance; Environmental health; Computer science; Computer security; Psychiatry","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009738162,0.0002798785,0.001505223,0.0006345868,0.0002235533,0.00001257158,0.0003873993,0.0001284533,0.0002247162],"category_scores_gemma":[0.02414965,0.0002107255,0.001304871,0.003561288,0.0004056499,0.000141336,0.0001953985,0.0003256688,0.00005058417],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003544168,"about_ca_system_score_gemma":0.005899374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002948049,"about_ca_topic_score_gemma":0.00004147943,"domain_scores_codex":[0.9956915,0.0006414431,0.001361092,0.0007055519,0.001301457,0.0002989408],"domain_scores_gemma":[0.9972017,0.0003478726,0.0005861317,0.0007842645,0.0009414974,0.0001385119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002656638,0.00005487679,0.000003373765,0.3798941,0.000007888731,7.454924e-8,0.00001954858,0.000002678606,0.000001389642,0.0001050479,0.00006003957,0.6198484],"study_design_scores_gemma":[0.0002618491,0.0002135453,0.001028243,0.9767583,0.002132553,0.000002324314,0.00001216992,0.0000213821,5.493503e-7,0.00008194586,0.01928701,0.0002001102],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006739321,0.9876906,0.001054881,0.0002884107,0.0005532881,0.008367191,0.00003698854,0.00002708378,0.001914153],"genre_scores_gemma":[0.0000938634,0.9980344,0.001013781,0.00005869382,0.000076468,0.0004459124,0.00006440598,0.00001276483,0.0001997493],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6196482,"threshold_uncertainty_score":0.9997362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05177131645636192,"score_gpt":0.4676719755254601,"score_spread":0.4159006590690982,"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."}}