{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007072526,0.0002778375,0.0009117463,0.001855735,0.0002715223,0.00008906595,0.0002793865,0.00008955868,0.0003749878],"category_scores_gemma":[0.001209915,0.0002096821,0.0002936498,0.002176337,0.0001972355,0.0001268023,0.00009177741,0.0006350713,0.0000720393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00015585,"about_ca_system_score_gemma":0.0004901694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004546806,"about_ca_topic_score_gemma":0.0002376808,"domain_scores_codex":[0.9958841,0.001388313,0.001020934,0.0004402868,0.0005038097,0.0007625867],"domain_scores_gemma":[0.9939539,0.00439667,0.0006440481,0.0004333394,0.0002071509,0.000364859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001973133,0.0002420871,0.641402,0.00001687647,0.0002009697,0.0007473699,0.3463981,0.00001374746,0.00003072646,0.0001258537,0.004190574,0.004658613],"study_design_scores_gemma":[0.0003338595,0.0001669682,0.7176557,0.0001053649,0.00003016694,0.00006326232,0.2806136,9.655053e-7,0.000001616896,0.0001529768,0.0006936379,0.0001818345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994325,0.000681194,0.00002004886,0.002969133,0.001165532,0.0003517857,0.00002702584,0.00005019361,0.0004100798],"genre_scores_gemma":[0.9982759,0.00002580543,0.00002054727,0.0006250078,0.0005461595,0.00003336045,6.86114e-7,0.00004919201,0.0004233774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07625376,"threshold_uncertainty_score":0.8550589,"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."}}