{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004597334,0.0003918282,0.000279489,0.0004758473,0.0001115722,0.0006330301,0.0001513964,0.0005266573,0.001648765],"category_scores_gemma":[0.00325823,0.0001885499,0.0001320075,0.0002674616,0.0001653124,0.0003436142,0.0001675773,0.0002580123,0.0008297493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008833821,"about_ca_system_score_gemma":0.0001945653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00237189,"about_ca_topic_score_gemma":0.002398397,"domain_scores_codex":[0.9998389,0.0000482184,0.00001102289,0.00003177485,0.00005204031,0.00001792855],"domain_scores_gemma":[0.9993286,0.0004491513,0.00004978161,0.00003049041,0.0001203882,0.00002151013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003784345,0.0002795851,0.04261411,0.0005465182,0.0001623376,0.0002832296,0.0004403713,0.01008738,0.2201877,0.0003763962,0.00188447,0.7193536],"study_design_scores_gemma":[0.0002961495,0.002690214,0.6585197,0.0004723496,0.0002837282,0.001525675,0.0005117702,0.2650719,0.06423008,0.001613983,0.004678942,0.0001054839],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9222787,0.004121881,0.06227215,0.0004209891,0.0001830858,0.0001866465,0.0009034444,0.0004458132,0.009187333],"genre_scores_gemma":[0.9894901,0.0009426704,0.007640409,0.00005567489,0.00005642015,0.00003918653,0.0001328786,0.0000341152,0.001608566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00237189,"threshold_uncertainty_score":0.005515635,"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."}}