{"id":"W4365443986","doi":"10.36303/sajs.3891","title":"Broad responses and attitudes to having music in surgery (the BRAHMS study) – a South African perspective","year":2023,"lang":"en","type":"article","venue":"South African Journal of Surgery","topic":"Music Therapy and Health","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Mood; Active listening; Quarter (Canadian coin); Perspective (graphical); Cohort; Western music; Musical; Psychiatry; Psychology; Visual arts; Psychotherapist","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001457203,0.000225807,0.0001958952,0.00142921,0.001712949,0.00107939,0.0003138315,0.0006227464,0.004089139],"category_scores_gemma":[0.003491657,0.0002892676,0.0002055028,0.001453066,0.001425229,0.001219415,0.001590174,0.0008484862,0.0004432144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007403804,"about_ca_system_score_gemma":0.001029489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02020326,"about_ca_topic_score_gemma":0.02981129,"domain_scores_codex":[0.999017,0.0004106141,0.00006433507,0.0000648135,0.0001351368,0.0003080653],"domain_scores_gemma":[0.9981692,0.0003169405,0.0007603681,0.00002396414,0.0001272681,0.0006022376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009423696,0.0001553383,0.839682,0.0003228686,0.00002614778,0.001332834,0.1459768,0.00002582711,0.001051169,0.0003987275,0.001266356,0.009667656],"study_design_scores_gemma":[0.000006294391,0.000145224,0.728017,0.0003230236,0.000008895191,0.0005577022,0.268365,0.00002585654,0.00006139714,0.00008494407,0.002390777,0.00001392288],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972699,0.000406947,0.00001833907,0.001039065,0.0000134902,0.00001318619,0.00008388615,6.005814e-7,0.001154555],"genre_scores_gemma":[0.998448,0.0007437953,0.00002723494,0.0003554966,0.00001221867,0.00001863009,0.00003321635,0.000001345138,0.0003599401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02020326,"threshold_uncertainty_score":0.04017133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1376881016964066,"score_gpt":0.3648686797380615,"score_spread":0.2271805780416549,"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."}}