{"id":"W1561421204","doi":"10.5772/27574","title":"EMG Applications in Studies of Arts","year":2012,"lang":"en","type":"book-chapter","venue":"InTech eBooks","topic":"Musicians’ Health and Performance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"Natural Sciences and Engineering Research Council of Canada; University of Lethbridge","keywords":"The arts; Computer science; Visual arts; Art","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":[0.0001623863,0.0001780988,0.0005105368,0.000222958,0.00002810321,0.000001463448,0.00007601368,0.0002261927,0.0001297871],"category_scores_gemma":[0.00001638361,0.0001484644,0.00007893632,0.00001285615,0.0001501357,0.00001219659,0.00004244482,0.0004249577,0.0000806239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007647425,"about_ca_system_score_gemma":0.0001228501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000021384,"about_ca_topic_score_gemma":0.0001017149,"domain_scores_codex":[0.9990249,0.00000353684,0.0004457543,0.0001620007,0.0001666457,0.0001971935],"domain_scores_gemma":[0.9991659,0.00006388872,0.0001840337,0.0003603415,0.0001333407,0.00009251771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004964357,0.0002225941,0.003795736,0.01424468,0.0006674714,0.00005058283,0.009056944,1.6289e-7,0.008882278,0.2030523,0.009422235,0.7501085],"study_design_scores_gemma":[0.0002906513,0.0001227509,0.0002189969,0.001583497,0.00007662815,0.00001322913,0.00008681139,5.526703e-7,0.006002214,0.005444584,0.9860141,0.0001459888],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001120219,0.00769085,0.0001037028,0.0001552613,0.000358096,0.001017084,0.00002407937,0.00004100691,0.9894897],"genre_scores_gemma":[0.3651687,0.001575221,0.0005828268,0.001793594,0.001866061,0.0003295971,0.00005207585,0.00008943536,0.6285425],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9765919,"threshold_uncertainty_score":0.6054201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1059292447857377,"score_gpt":0.3662573813369928,"score_spread":0.2603281365512551,"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."}}