{"id":"W4404642521","doi":"10.1186/s13063-024-08622-8","title":"Behavioral risk assessment of work-related musculoskeletal disorders among workers of petrochemical industries: protocol of a mixed method study","year":2024,"lang":"en","type":"article","venue":"Trials","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fakultet Medicinskih Nauka, Univerziteta U Kragujevcu; Tarbiat Modares University","keywords":"Absenteeism; Medicine; Musculoskeletal disorder; Intervention (counseling); Work-related musculoskeletal disorders; Research design; Qualitative research; Work (physics); Human factors and ergonomics; Environmental health; Occupational safety and health; Physical therapy; Nursing; Poison control; Psychology; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04090524,0.003038862,0.005486432,0.003674589,0.004238612,0.002236686,0.003222818,0.004704124,0.02039318],"category_scores_gemma":[0.02189497,0.00258825,0.00399634,0.00270123,0.002227267,0.001653523,0.001738027,0.003710685,0.002615743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00503549,"about_ca_system_score_gemma":0.02228899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003057328,"about_ca_topic_score_gemma":0.004907289,"domain_scores_codex":[0.9804819,0.01018648,0.003840631,0.001828137,0.002310505,0.001352313],"domain_scores_gemma":[0.9842671,0.00512498,0.002163077,0.001790124,0.005255991,0.001398801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.1178884,0.2123101,0.03905686,0.1213873,0.002704286,0.004549319,0.04782449,0.0125536,0.0231991,0.01928451,0.02791736,0.3713248],"study_design_scores_gemma":[0.2279759,0.2459524,0.1384084,0.04440139,0.003665754,0.001532472,0.04595781,0.01543499,0.01787974,0.02121611,0.2360252,0.00154985],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.006767489,0.0001472511,0.002270929,0.0000836629,0.00006718272,0.9900146,0.0003079038,0.00001621901,0.0003247919],"genre_scores_gemma":[0.002656289,0.000108352,0.005067601,0.00008447922,0.0000155392,0.9918277,0.00008354303,0.000001404399,0.0001551997],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04090524,"threshold_uncertainty_score":0.2163302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05329708109737857,"score_gpt":0.4632203605740684,"score_spread":0.4099232794766898,"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."}}