{"id":"W2549569317","doi":"","title":"The use of EMG for load prediction during manual lifting","year":2007,"lang":"en","type":"article","venue":"QSpace (Queen's University Library)","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Biceps; Erector spinae muscles; Electromyography; Deltoid curve; Lumbar; Physical medicine and rehabilitation; Medicine; Anatomy","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":[0.00004529591,0.00009981091,0.00009884097,0.0001295064,0.0002757574,0.00002743477,0.0001108958,0.00005458673,0.000008078138],"category_scores_gemma":[0.00002380044,0.00009694589,0.0000841828,0.0003133311,0.0000455569,0.0007782101,0.00004637542,0.0001030255,5.227481e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000540871,"about_ca_system_score_gemma":0.00001509275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001591959,"about_ca_topic_score_gemma":0.00002211058,"domain_scores_codex":[0.9994113,0.00001312998,0.000104273,0.0001111578,0.0001158272,0.0002442586],"domain_scores_gemma":[0.9995281,0.0002028141,0.00004597399,0.0001347822,0.00003821749,0.00005010464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001879736,0.0002087586,0.1939485,0.001006865,0.001882849,0.00005284389,0.007620719,0.01351561,0.00493343,0.01390327,0.7278637,0.03318375],"study_design_scores_gemma":[0.0009451209,0.0001078189,0.3830446,0.00006796428,0.00005384521,3.669681e-7,0.002826336,0.0003784312,0.04671651,0.0000693933,0.5654796,0.0003100357],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838302,0.00003264679,0.009100334,0.003672989,0.0002024748,0.00029544,0.00003061322,0.0005620001,0.002273355],"genre_scores_gemma":[0.9916984,0.0002891878,0.001802753,0.00001817453,0.00007133534,7.585878e-7,0.000007880513,0.00002179223,0.006089683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.189096,"threshold_uncertainty_score":0.3953339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009210201958811347,"score_gpt":0.1765420871709786,"score_spread":0.1673318852121672,"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."}}