{"id":"W4414855029","doi":"10.3390/vibration8040063","title":"Guide to the Effects of Vibration on Health—Quantitative or Qualitative Occupational Health and Safety Prevention Guidance? A Scoping Review","year":2025,"lang":"en","type":"article","venue":"Vibration","topic":"Effects of Vibration on Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de Santé Publique du Québec","funders":"","keywords":"Directive; Occupational safety and health; Risk assessment; Scientific evidence; European union; International standard; Systematic review; Risk management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002513067,0.0001895392,0.0005741607,0.0002527871,0.0003463959,0.00002479272,0.00007390742,0.00006073483,0.00002168],"category_scores_gemma":[0.00521527,0.0001342172,0.00006894635,0.0008055795,0.00005458296,0.0002748027,0.00003758142,0.0001519694,0.00001283539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002981674,"about_ca_system_score_gemma":0.002839261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000957704,"about_ca_topic_score_gemma":0.0004382536,"domain_scores_codex":[0.9963298,0.001473295,0.001127741,0.0003846504,0.0004442265,0.0002402791],"domain_scores_gemma":[0.9965668,0.001990386,0.0006390018,0.0003296021,0.0003059582,0.000168276],"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":[0.0129577,0.001422347,0.0007710017,0.3028153,0.0004501238,0.000004885705,0.03660805,0.0004711133,0.007458931,0.1429584,0.1621402,0.331942],"study_design_scores_gemma":[0.009196945,0.04033994,0.0451934,0.8716313,0.0001967832,0.00001959366,0.003843992,0.00445576,0.01580168,0.002031009,0.006586201,0.0007034233],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.006570606,0.04085372,0.6706283,0.2595163,0.0006082677,0.0208179,0.00004231123,0.000141197,0.0008214338],"genre_scores_gemma":[0.06403151,0.09944268,0.3125567,0.5116673,0.0006960858,0.004164021,0.002384561,0.0001756875,0.004881545],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.568816,"threshold_uncertainty_score":0.6243542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05650174164554538,"score_gpt":0.5068674952020595,"score_spread":0.4503657535565141,"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."}}