{"id":"W4406427854","doi":"10.1007/978-3-031-73061-0_26","title":"Music Medicine for Neurological Disorders","year":2024,"lang":"en","type":"book-chapter","venue":"Integrated science","topic":"Music Therapy and Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Interdisciplinary Research in Music Media and Technology","funders":"","keywords":"Medicine; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008433229,0.0003141543,0.0003793919,0.0003900678,0.0002378423,0.0000373141,0.0007353249,0.0003549483,0.01465249],"category_scores_gemma":[0.00007508172,0.0002039048,0.0001153335,0.0002199172,0.001999229,0.0000445531,0.00005088231,0.0008445131,0.0008322051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005948476,"about_ca_system_score_gemma":0.000259849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001122437,"about_ca_topic_score_gemma":0.0002607508,"domain_scores_codex":[0.9978323,0.00001604632,0.000373927,0.0009482453,0.000334638,0.0004948524],"domain_scores_gemma":[0.9988803,0.0001919028,0.000125158,0.0004870588,0.000132596,0.0001829401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008887862,0.00001429464,0.000001836589,0.00002125238,0.00001939031,0.00001789413,0.001184198,4.834953e-7,0.00006274378,0.8871642,0.06056423,0.05086058],"study_design_scores_gemma":[0.0002136648,0.0008336342,0.00003553258,0.0001119613,0.00002842714,0.00001618947,0.000101135,0.000101284,8.668134e-7,0.2218684,0.7765104,0.0001784344],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003200412,0.001649891,0.0006898084,0.007332345,0.008002036,0.00068707,0.00007605551,0.0002130373,0.9810297],"genre_scores_gemma":[0.02122723,0.0001444481,0.000122138,0.005760177,0.0008557583,0.00008569774,0.00003774455,0.00006493964,0.9717019],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7159462,"threshold_uncertainty_score":0.9999458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08464880899932946,"score_gpt":0.374583336803811,"score_spread":0.2899345278044815,"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."}}