{"id":"W2082041762","doi":"10.1016/j.jelekin.2007.08.006","title":"The effect of an on-body personal lift assist device (PLAD) on fatigue during a repetitive lifting task","year":2007,"lang":"en","type":"article","venue":"Journal of Electromyography and Kinesiology","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":153,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laurentian University; Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Lift (data mining); Muscle fatigue; Muscular fatigue; Electromyography; Physical medicine and rehabilitation; Rating of perceived exertion; Medicine; Computer science; Heart rate; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001681677,0.0001570124,0.0004109733,0.0003623352,0.0001934394,0.000008869632,0.00007354723,0.0001264301,0.000005633666],"category_scores_gemma":[0.0007925599,0.00008482104,0.0002783435,0.0002980912,0.000216109,0.00005153209,0.000008686386,0.00048622,2.326642e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001911251,"about_ca_system_score_gemma":0.00003474787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006494756,"about_ca_topic_score_gemma":0.000007299256,"domain_scores_codex":[0.9984756,0.0003506601,0.0004900898,0.0001730499,0.0002359191,0.0002746514],"domain_scores_gemma":[0.9971824,0.002003689,0.0004153533,0.0001221796,0.0001392965,0.0001371398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01318095,0.000312525,0.1630998,0.0005750748,0.0004628864,0.00008658809,0.0005173886,0.000005858682,0.8034683,0.0007182795,0.00003535,0.01753695],"study_design_scores_gemma":[0.001856405,0.02976992,0.9443004,0.0003768534,0.00009356393,0.0001329544,0.0001879223,0.00002404398,0.02297099,0.0001192686,0.00008033332,0.00008739912],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979774,0.0005389368,0.00005562843,0.0005283342,0.0001285764,0.0001953668,0.000001085969,0.000007787039,0.0005669037],"genre_scores_gemma":[0.9992319,0.0001027468,0.0001224346,0.0001770465,0.00033791,0.000002934617,0.000003069985,0.0000112993,0.00001062225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7812006,"threshold_uncertainty_score":0.3458902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005601555593177661,"score_gpt":0.2846510005728656,"score_spread":0.2790494449796879,"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."}}