{"id":"W2174984499","doi":"10.1136/oemed-2015-102992","title":"Effectiveness of workplace interventions in the prevention of upper extremity musculoskeletal disorders and symptoms: an update of the evidence","year":2015,"lang":"en","type":"review","venue":"Occupational and Environmental Medicine","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":333,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health","funders":"Medical Research Council","keywords":"Psychological intervention; Medicine; Intervention (counseling); Physical therapy; Evidence-based medicine; Evidence-based practice; Systematic review; MEDLINE; Biofeedback; Musculoskeletal disorder; Alternative medicine; Nursing; Human factors and ergonomics; Poison control; Medical emergency; Pathology","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":[0.01791763,0.001633335,0.009410838,0.007826734,0.0005989761,0.003497916,0.001951878,0.003253755,0.004027647],"category_scores_gemma":[0.05125315,0.001287169,0.008863125,0.006168053,0.0008764723,0.002716259,0.001496071,0.002247318,0.0004452381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004313328,"about_ca_system_score_gemma":0.01001927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008885235,"about_ca_topic_score_gemma":0.01988808,"domain_scores_codex":[0.9882603,0.004742038,0.003828885,0.0006534819,0.002147935,0.0003674015],"domain_scores_gemma":[0.9509399,0.03934467,0.005053058,0.0005682124,0.003756888,0.0003372311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004093432,0.00007546229,0.0006440591,0.8330848,0.008195922,0.00007726022,0.0001944885,0.0001397609,0.0002350985,0.0003400736,0.001934424,0.1546694],"study_design_scores_gemma":[0.0005423878,0.0006563422,0.006805342,0.8975924,0.05957101,0.0003960498,0.0003098757,0.000150645,0.0003795948,0.0004259771,0.03312635,0.00004413658],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003737357,0.9990892,0.00003959601,0.0002263888,0.00007561064,0.00003837583,0.00003947404,0.000002748482,0.0001148809],"genre_scores_gemma":[0.00600472,0.9929191,0.0003869245,0.0003997306,0.00008223301,0.00009661136,0.00005941085,0.000003331984,0.00004797826],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01791763,"threshold_uncertainty_score":0.09475863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03534824178553919,"score_gpt":0.3657928449890124,"score_spread":0.3304446032034732,"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."}}