{"id":"W1897054031","doi":"10.1016/j.apergo.2015.06.016","title":"Factors affecting the risk of developing lower back musculoskeletal disorders (MSDs) in experienced and inexperienced rodworkers","year":2015,"lang":"en","type":"article","venue":"Applied Ergonomics","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Standards Association; York University","funders":"","keywords":"Trunk; Physical therapy; Apprenticeship; Physical medicine and rehabilitation; Rebar; Tying; Back injury; Medicine; Musculoskeletal disorder; Work (physics); Human factors and ergonomics; Occupational safety and health; Sitting; Psychology; Poison control; Engineering; Environmental health; Computer science; Structural engineering","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":[0.0005059363,0.0001799864,0.000291323,0.0000926456,0.00006604031,0.00001309319,0.00009436237,0.00009954499,0.000009833895],"category_scores_gemma":[0.0003104421,0.000118119,0.00008529997,0.0002719471,0.0002935233,0.00007967916,0.0000679231,0.0001929615,0.000004117563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001134713,"about_ca_system_score_gemma":0.00008868987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001480246,"about_ca_topic_score_gemma":0.0001750762,"domain_scores_codex":[0.9989425,0.00006097662,0.0003451463,0.0002816746,0.0001392593,0.000230445],"domain_scores_gemma":[0.9991736,0.0003008774,0.0001463151,0.0002431594,0.00002990717,0.0001061869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001067546,0.0002747646,0.8571693,0.0005732434,0.000159362,6.159504e-7,0.09208605,0.002322461,0.009187105,0.002742814,0.0001105535,0.03430621],"study_design_scores_gemma":[0.001714426,0.0002129664,0.9299651,0.00007701934,0.00002277087,4.95765e-7,0.0654804,0.0006168425,0.00112336,0.0002607101,0.0002861994,0.0002396568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970408,0.00008053586,0.0005502566,0.0001304555,0.0001730825,0.0006342668,8.82805e-7,0.00002125074,0.00136849],"genre_scores_gemma":[0.9979315,0.00006649917,0.001835936,0.00005468066,0.00003576741,0.0000333627,0.00000749695,0.00002003331,0.00001475795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07279588,"threshold_uncertainty_score":0.4816752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01706444481024048,"score_gpt":0.2730393943486887,"score_spread":0.2559749495384482,"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."}}