{"id":"W4206246064","doi":"10.1080/00140139.2022.2030806","title":"A design tool to estimate maximum acceptable manual arm forces for above-shoulder work","year":2022,"lang":"en","type":"article","venue":"Ergonomics","topic":"Shoulder Injury and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Institute for Occupational Safety and Health","keywords":"Work (physics); Shoulder joint; Medicine; Anterior shoulder; Physical therapy; Physical medicine and rehabilitation; Orthodontics; Surgery; Engineering; Mechanical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004116152,0.002044308,0.0009665167,0.00227041,0.0003190709,0.000866638,0.0008484457,0.0007892855,0.01021037],"category_scores_gemma":[0.01603432,0.0006365266,0.0009852378,0.0007947122,0.0002155275,0.0006164285,0.0006898203,0.0005945888,0.001698044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005347622,"about_ca_system_score_gemma":0.000848734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002016713,"about_ca_topic_score_gemma":0.002128059,"domain_scores_codex":[0.9974883,0.0008432354,0.0001840771,0.0002436068,0.001152686,0.00008811394],"domain_scores_gemma":[0.9890808,0.007325807,0.0009885106,0.0004047312,0.002135574,0.00006457274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000825713,0.0002879221,0.01099732,0.001138072,0.0003371876,0.0002298775,0.0002972737,0.3096725,0.02973777,0.005306689,0.009436173,0.6317335],"study_design_scores_gemma":[0.0002772692,0.002617249,0.01714046,0.0002015692,0.0002218057,0.0005327422,0.0001291861,0.9270059,0.02055352,0.003262287,0.02789169,0.0001663451],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009750037,0.0001060168,0.9848496,0.00002343103,0.00004660243,0.0003012087,0.000477556,0.002465385,0.001980164],"genre_scores_gemma":[0.1705611,0.0001148376,0.8217055,0.0000592826,0.00003535169,0.002046717,0.001127793,0.0004861671,0.003863329],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01021037,"threshold_uncertainty_score":0.0341571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04069644973337055,"score_gpt":0.3415294479606814,"score_spread":0.3008329982273108,"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."}}