{"id":"W2024064119","doi":"10.5498/wjp.v2.i2.26","title":"Individualized music for dementia: Evolution and application of evidence-based protocol","year":2012,"lang":"en","type":"article","venue":"World Journal of Psychiatry","topic":"Music Therapy and Health","field":"Psychology","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Dementia; Intervention (counseling); Anxiety; Music therapy; Nursing; Health care; Medicine; Psychology; Medical education; Alternative medicine; Psychiatry","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2901104,0.003138422,0.006236549,0.01006354,0.005312835,0.00551166,0.005785908,0.00779841,0.01261387],"category_scores_gemma":[0.2871809,0.004210673,0.004377791,0.01154468,0.003626999,0.006681847,0.008254537,0.01046975,0.004839359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01063271,"about_ca_system_score_gemma":0.04006276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002494719,"about_ca_topic_score_gemma":0.003629576,"domain_scores_codex":[0.6605581,0.2253132,0.08645367,0.005778798,0.01904775,0.002848396],"domain_scores_gemma":[0.7960495,0.08127605,0.02023689,0.0343229,0.06318369,0.004931005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02021574,0.0123303,0.003940674,0.0586917,0.001442315,0.0007809378,0.0105054,0.006421422,0.002966459,0.02698451,0.02949254,0.826228],"study_design_scores_gemma":[0.1352351,0.03798781,0.03879761,0.1861409,0.002859834,0.001803563,0.01162191,0.03218624,0.01961431,0.06601936,0.4652828,0.002450683],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.001409507,0.0005074378,0.01638291,0.0004228346,0.0002483478,0.9796376,0.0002638279,0.00008484866,0.001042821],"genre_scores_gemma":[0.001554884,0.000343173,0.0379819,0.0001297513,0.00003043958,0.9596587,0.0001072183,0.00001208531,0.0001818292],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2901104,"threshold_uncertainty_score":0.8754202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09747609829852907,"score_gpt":0.4070345103275358,"score_spread":0.3095584120290068,"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."}}