{"id":"W2610059973","doi":"10.1016/j.jvoice.2017.03.021","title":"Singing Lessons for Respiratory Health: A Literature Review","year":2017,"lang":"en","type":"review","venue":"Journal of Voice","topic":"Music Therapy and Health","field":"Psychology","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ambrose University","funders":"University of Calgary","keywords":"Singing; Mood; Medicine; Quality of life (healthcare); Physical therapy; Music therapy; Psychology; Clinical psychology; Nursing","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004674307,0.0003469847,0.003098607,0.0003008698,0.0003351077,0.00008630705,0.0007532188,0.0003861021,0.0001357844],"category_scores_gemma":[0.0003003801,0.0002474785,0.001260194,0.0001687916,0.0000365906,0.0001222441,0.00002768719,0.001489824,0.00004843318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001867766,"about_ca_system_score_gemma":0.001435573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004212931,"about_ca_topic_score_gemma":0.000009265262,"domain_scores_codex":[0.996531,0.0007641118,0.001754363,0.0002741336,0.0002265488,0.0004499197],"domain_scores_gemma":[0.9923943,0.0005078683,0.005792669,0.0007555811,0.0002798965,0.000269655],"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":[0.00001604312,0.00004671288,8.243725e-8,0.09400872,0.0001683408,0.00004890376,0.0002745293,6.176088e-9,2.091645e-8,0.0007182121,0.2032977,0.7014208],"study_design_scores_gemma":[0.0002692881,0.0002656299,0.000002038739,0.3074034,0.000302666,0.0006272839,0.000006371843,1.45912e-8,4.286128e-9,0.00004869203,0.6909453,0.0001292374],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[4.807895e-8,0.9884899,0.0001745259,0.005767156,0.003480756,0.0009631942,0.0001075856,0.00001062464,0.001006256],"genre_scores_gemma":[4.647643e-8,0.9851588,0.0004880241,0.009504371,0.003601191,0.00004108222,0.00001284424,0.00006549911,0.001128123],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7012915,"threshold_uncertainty_score":0.9999977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4505068551470038,"score_gpt":0.5918290753975977,"score_spread":0.1413222202505939,"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."}}