{"id":"W3040308322","doi":"10.5539/ass.v16n7p67","title":"Predictors of Musculoskeletal Disorders Among Teachers: An Exploratory Investigation in Malaysia","year":2020,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychosocial; Workload; Psychology; Demography; Regression analysis; Multilevel model; Medicine; Gerontology; Clinical psychology; Statistics; Mathematics; Psychiatry; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006115287,0.00009163841,0.0001675877,0.0001160086,0.00009074761,0.00001257229,0.0001433226,0.00007554141,0.00002222591],"category_scores_gemma":[0.0004138653,0.00008347101,0.00007674439,0.001156199,0.001465373,0.0005949652,0.0000315978,0.0001631525,0.000004734188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007827912,"about_ca_system_score_gemma":0.0002035881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004439935,"about_ca_topic_score_gemma":0.00005318186,"domain_scores_codex":[0.9986873,0.0001166596,0.000241249,0.0002934229,0.0004590279,0.0002023444],"domain_scores_gemma":[0.999494,0.00001790867,0.00008816516,0.0001063388,0.00005557517,0.0002380468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002099618,0.0001121294,0.8193673,0.0002027528,0.000007710955,9.184034e-7,0.08590962,0.000004936277,0.05563632,0.001031445,0.0000675718,0.0376383],"study_design_scores_gemma":[0.0003793103,0.0003294225,0.9814414,0.00003315116,0.000009458622,6.295806e-8,0.0167878,0.0002736702,0.0002930136,0.000331921,0.00003595646,0.00008485457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857783,0.000009969482,0.00005880801,0.002479552,0.00007039193,0.0003303372,0.000001188999,0.00004373687,0.0112277],"genre_scores_gemma":[0.9994378,0.000002412538,0.0002231473,0.0001487333,0.0001469996,0.00001503026,0.000008488566,0.00000900404,0.000008363614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1620741,"threshold_uncertainty_score":0.5399229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01288038726019135,"score_gpt":0.274964494600215,"score_spread":0.2620841073400237,"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."}}