{"id":"W3124688799","doi":"10.3390/healthcare9010099","title":"The Expanding Scope, Inclusivity, and Integration of Music in Healthcare: Recent Developments, Research Illustration, and Future Direction","year":2021,"lang":"en","type":"article","venue":"Healthcare","topic":"Music Therapy and Health","field":"Psychology","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Wilfrid Laurier University","funders":"Ontario Trillium Foundation","keywords":"Scope (computer science); Health care; Healthcare system; Engineering ethics; Data science; Sociology; Psychology; Computer science; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002386237,0.0001078205,0.0001992642,0.0001540417,0.0007356511,0.00003874707,0.0000687347,0.000161616,0.00006723566],"category_scores_gemma":[0.00008630782,0.00008797446,0.00001165907,0.0007505081,0.0001075393,0.00008755364,0.00007934415,0.0005906145,0.000002238634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002167366,"about_ca_system_score_gemma":0.0005333941,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005004386,"about_ca_topic_score_gemma":0.07704808,"domain_scores_codex":[0.9971885,0.001330068,0.0004582873,0.0003608027,0.0002772867,0.0003850427],"domain_scores_gemma":[0.9987797,0.0002708769,0.0001183939,0.0002473202,0.0004536824,0.0001300729],"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":[0.0002875203,0.00008879829,0.02725343,0.0002872094,0.0000132941,0.00001051113,0.02002745,1.15271e-7,0.0004554852,0.0669823,0.001845357,0.8827485],"study_design_scores_gemma":[0.001151219,0.0004615152,0.8486754,0.0003538908,0.000003225198,0.00006590514,0.02228753,0.000008937119,0.0004771247,0.006013658,0.1203278,0.0001738265],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8383126,0.03888528,0.00003156968,0.1192589,0.00153912,0.0007894273,0.00001476535,0.00002356588,0.001144789],"genre_scores_gemma":[0.9574711,0.04038394,0.0002099234,0.001192477,0.0003445612,0.00008646857,0.00003839594,0.0000150535,0.0002580644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8825747,"threshold_uncertainty_score":0.9397934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.158838662889846,"score_gpt":0.4503353333325321,"score_spread":0.2914966704426861,"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."}}