{"id":"W4401995796","doi":"10.1016/j.humov.2024.103276","title":"Variability in musculoskeletal fatigue responses associated with repeated exposure to an occupational overhead drilling task completed on successive days","year":2024,"lang":"en","type":"article","venue":"Human Movement Science","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Kinematics; Physical medicine and rehabilitation; Electromyography; Standard deviation; Wrist; Physical therapy; Upper limb; Medicine; Work (physics); Muscle fatigue; Mathematics; Simulation; Anatomy; Computer science; Statistics; 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":[0.003501193,0.0002190757,0.0002682497,0.0006025574,0.0003252249,0.000120964,0.0002021196,0.0000705922,0.0001503954],"category_scores_gemma":[0.001957929,0.00016481,0.00007139773,0.001637231,0.0004313829,0.0003749613,0.0000527905,0.000260743,0.00001122324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006355726,"about_ca_system_score_gemma":0.0003575859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000137012,"about_ca_topic_score_gemma":0.0002414667,"domain_scores_codex":[0.9967139,0.0003565969,0.0004615851,0.0008922828,0.001172248,0.0004033633],"domain_scores_gemma":[0.998304,0.0006046685,0.00008455233,0.0004740649,0.0002891959,0.000243524],"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":[0.001074591,0.002198003,0.4127882,0.0006027914,0.00009130648,0.00008057412,0.006199609,0.004355642,0.5487365,0.02091229,0.0001681152,0.002792311],"study_design_scores_gemma":[0.0007969199,0.003319458,0.9832574,0.001016627,0.00001802484,5.10453e-7,0.0003327551,0.009769161,0.0006653476,0.0005747841,0.0000213839,0.0002276196],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953469,0.000009632747,0.001972293,0.0004743166,0.0001345713,0.001031718,0.00003022945,0.0001496538,0.0008506928],"genre_scores_gemma":[0.9985806,6.024057e-7,0.0004030115,0.0005114691,0.00005566699,0.00007582887,0.0001607382,0.00001793414,0.0001941022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5704691,"threshold_uncertainty_score":0.6720756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03879350439333978,"score_gpt":0.3651904657728468,"score_spread":0.326396961379507,"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."}}