{"id":"W2017615044","doi":"10.1093/heapro/dav013","title":"Singing for respiratory health: theory, evidence and challenges","year":2015,"lang":"en","type":"review","venue":"Health Promotion International","topic":"Music Therapy and Health","field":"Psychology","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Carleton University","funders":"","keywords":"Singing; Context (archaeology); Premise; COPD; Perspective (graphical); Medicine; Attrition; Psychology; Psychiatry; History; Epistemology; Computer science","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":[0.02518282,0.001473349,0.004754374,0.007403791,0.00107192,0.007655348,0.003989264,0.004177526,0.005604878],"category_scores_gemma":[0.04844089,0.0008931456,0.001858815,0.006556719,0.004613683,0.007508473,0.003701934,0.005905683,0.001277529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005001591,"about_ca_system_score_gemma":0.01347765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004587466,"about_ca_topic_score_gemma":0.007417373,"domain_scores_codex":[0.9921272,0.003353711,0.001637871,0.0007166371,0.001935849,0.0002288259],"domain_scores_gemma":[0.9160184,0.0759218,0.003383894,0.0009758857,0.003141972,0.0005580382],"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":[0.00007629211,0.00009324987,0.0007656613,0.2504772,0.0006875641,0.0001640724,0.0008507901,0.0003056221,0.0001749503,0.03430898,0.009817594,0.7022779],"study_design_scores_gemma":[0.00005948215,0.0001959592,0.004065755,0.7108431,0.001883511,0.0007536949,0.003550247,0.0003893275,0.000273467,0.05109284,0.2268161,0.00007652489],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001148459,0.9953638,0.0002214044,0.003371714,0.00028987,0.00001928717,0.00001887139,0.000004509067,0.0005955747],"genre_scores_gemma":[0.002983732,0.9942693,0.000905696,0.001397764,0.0002562053,0.00006434917,0.00002752641,0.00000345798,0.00009196406],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02518282,"threshold_uncertainty_score":0.1331811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7084118711470537,"score_gpt":0.587157922604192,"score_spread":0.1212539485428618,"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."}}