{"id":"W2557490361","doi":"10.20381/ruor-500","title":"Experiencing Resonance: Choral Singing in Medical Education","year":2016,"lang":"en","type":"dissertation","venue":"uO Research (University of Ottawa)","topic":"Empathy and Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Choir; Singing; Psychology; Visual arts; Art; Pedagogy; Acoustics; Physics","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":[0.004499189,0.000443583,0.0004600591,0.001432205,0.01017917,0.005390823,0.001255721,0.001966645,0.002809445],"category_scores_gemma":[0.01115867,0.0003660917,0.00041022,0.0008611291,0.03059888,0.004178028,0.01010224,0.00372542,0.0003241359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003501796,"about_ca_system_score_gemma":0.004071913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01154802,"about_ca_topic_score_gemma":0.03000224,"domain_scores_codex":[0.9922495,0.005798231,0.0001577524,0.0003588167,0.0007311209,0.0007045807],"domain_scores_gemma":[0.9928632,0.004235666,0.0006900602,0.0003012675,0.0002987709,0.001611037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003378018,0.00002303235,0.001895046,0.0001242343,0.000007018589,0.0008026205,0.9819056,0.0000588925,0.001000154,0.005388763,0.0009241102,0.007836676],"study_design_scores_gemma":[0.000006423268,0.00006048854,0.003429196,0.0001832053,0.000006493804,0.0008909358,0.9651656,0.00008751298,0.0002211834,0.001318488,0.0286002,0.0000303604],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9440729,0.002898773,0.003732091,0.009186141,0.0003507134,0.000112815,0.00004159055,0.0000703207,0.0395347],"genre_scores_gemma":[0.9951687,0.0008952333,0.0007900447,0.0007406066,0.00006648277,0.00002538092,0.00001328301,0.00002106317,0.002279052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01154802,"threshold_uncertainty_score":0.02540749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03595145263263348,"score_gpt":0.3928847569447581,"score_spread":0.3569333043121246,"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."}}