{"meta":{"query_hash":"aa829391e63e","filters":{"venue":"Neurocultural health and wellbeing"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/aa829391e63e","api":"https://metacan.xera.ac/api/v1/cohort?venue=Neurocultural+health+and+wellbeing"},"results":[{"id":"W4411855820","doi":"10.1007/978-3-031-88578-5_17","title":"A Systematic Review of Music Therapy and Music-Based Interventions in Healthcare Applications: Surgery, NICU, and Dementia Care in Acute Settings and Transition","year":2025,"lang":"en","type":"review","venue":"Neurocultural health and wellbeing","topic":"Music Therapy and Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute for Christian Studies; University of Toronto","funders":"","keywords":"Music therapy; Dementia; Psychological intervention; Medicine; Health care; Intensive care medicine; Nursing; Physical therapy; Internal medicine; Political science","score_opus":0.060410899462718194,"score_gpt":0.3872791005781445,"score_spread":0.3268682011154263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411855820","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0008591798,0.99792695,0.00013940419,0.00013226912,0.000113135786,0.0003682014,0.00026167594,0.000008837832,0.00019031449],"genre_scores_gemma":[0.010209277,0.987531,0.0008248961,0.0005354684,0.00005726192,0.00055491185,0.00013171819,0.0000061423902,0.00014922708],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99428225,0.0019334541,0.002277958,0.0004846319,0.0008032058,0.0002183874],"domain_scores_gemma":[0.9886423,0.0079085445,0.0022547669,0.00016583582,0.0007895627,0.00023903165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0063608065,0.0018351148,0.012444501,0.0078838235,0.00088029954,0.0034392185,0.0019837383,0.0023801348,0.006801061],"category_scores_gemma":[0.028848194,0.0011554516,0.009824752,0.00962579,0.0009314345,0.002127791,0.0021420696,0.0020263502,0.00038894647],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003390282,0.000021599662,0.00028334025,0.96284634,0.014851102,0.000054382654,0.0001157438,0.00006211043,0.000098232355,0.00012993027,0.000744269,0.020453954],"study_design_scores_gemma":[0.001023542,0.00029499087,0.003225882,0.79893005,0.1808539,0.00021113374,0.00027392278,0.00007175042,0.00012487161,0.0002895034,0.014653921,0.000046549372],"about_ca_topic_score_codex":0.01856822,"about_ca_topic_score_gemma":0.0721089,"teacher_disagreement_score":0.01856822,"about_ca_system_score_codex":0.0047523123,"about_ca_system_score_gemma":0.012995519,"threshold_uncertainty_score":0.03692025},"labels":[],"label_agreement":null},{"id":"W4411855843","doi":"10.1007/978-3-031-88578-5_15","title":"Music Therapy and Music-Based Interventions in Oncology and End-of-Life Care","year":2025,"lang":"en","type":"book-chapter","venue":"Neurocultural health and wellbeing","topic":"Music Therapy and Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University; Institute for Christian Studies; University of Toronto","funders":"","keywords":"Music therapy; Psychological intervention; End-of-life care; Medicine; Psychology; Nursing; Physical therapy; Palliative care","score_opus":0.10564420704215637,"score_gpt":0.37743590213840195,"score_spread":0.27179169509624557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411855843","genre_codex":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0029645355,0.6070008,0.0024182105,0.011282374,0.0041789487,0.00007566929,0.000062161525,0.000051245443,0.37196606],"genre_scores_gemma":[0.035603818,0.5452064,0.0066475878,0.014671021,0.004898974,0.00034159765,0.00013161464,0.000066884786,0.39243212],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99981016,0.00007208535,0.00000856302,0.000015433485,0.000075729746,0.000018099205],"domain_scores_gemma":[0.9997663,0.0001838441,0.000009467017,0.0000059514555,0.00001330258,0.00002110791],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004833743,0.00043452467,0.0003584445,0.0007480108,0.00057994825,0.0016275514,0.0006154566,0.0017013483,0.014565177],"category_scores_gemma":[0.0007662307,0.00012166619,0.0002424676,0.0008398083,0.0010369428,0.0012153619,0.0009263574,0.0016315208,0.0020257882],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000625834,0.00023585821,0.00026075498,0.0012360432,0.000017296441,0.00019643118,0.0016537916,0.00032678316,0.0006149746,0.0656139,0.14458212,0.78519946],"study_design_scores_gemma":[0.000035605062,0.00014438215,0.003419444,0.0027863346,0.000017737328,0.0011932311,0.0014276648,0.0002985765,0.00023364704,0.040645495,0.94977915,0.000018740679],"about_ca_topic_score_codex":0.0015346959,"about_ca_topic_score_gemma":0.008319471,"teacher_disagreement_score":0.014565177,"about_ca_system_score_codex":0.00089898845,"about_ca_system_score_gemma":0.0011496213,"threshold_uncertainty_score":0.048725367},"labels":[],"label_agreement":null},{"id":"W4411857452","doi":"10.1007/978-3-031-88578-5_18","title":"A Systematic Review of Music Therapy and Music-Based Interventions in Healthcare Applications: Eating Disorders, Work-Related Stress, Homelessness, Artists and Concerts in Music and Medicine","year":2025,"lang":"en","type":"review","venue":"Neurocultural health and wellbeing","topic":"Music Therapy and Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute for Christian Studies; University of Toronto","funders":"","keywords":"Music therapy; Psychological intervention; Psychotherapist; Psychology; Eating disorders; Visual arts; Clinical psychology; Art; Psychiatry","score_opus":0.06546288589186612,"score_gpt":0.39347081223949154,"score_spread":0.32800792634762543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411857452","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0007841261,0.99807334,0.00013411102,0.00013749982,0.00010283834,0.00032591788,0.0002304044,0.000009363362,0.00020247298],"genre_scores_gemma":[0.009966973,0.98791087,0.0007225514,0.00055762846,0.000059186605,0.0004756351,0.00011692725,0.0000061245337,0.00018412703],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9957195,0.0013699558,0.0017297728,0.00036362393,0.0006484088,0.00016871157],"domain_scores_gemma":[0.9916079,0.0057995454,0.0017542505,0.000110716814,0.00055957306,0.00016803913],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0054603363,0.0016253523,0.011617209,0.0070688436,0.0006846517,0.0030697214,0.0017710994,0.0023741098,0.0080329785],"category_scores_gemma":[0.021158487,0.0010291708,0.008800891,0.008559119,0.00085505174,0.00182998,0.0019416016,0.0018787517,0.00039312465],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002958483,0.00001914392,0.00020199918,0.964344,0.010688585,0.000053837764,0.00009600475,0.00005324033,0.000111257374,0.0001223788,0.00077222293,0.023241453],"study_design_scores_gemma":[0.0012053153,0.00031454104,0.003419644,0.81277025,0.16272907,0.0002554371,0.00024631486,0.00009007783,0.00013120077,0.00030084228,0.018493503,0.00004381815],"about_ca_topic_score_codex":0.014030818,"about_ca_topic_score_gemma":0.05098155,"teacher_disagreement_score":0.014030818,"about_ca_system_score_codex":0.0033673341,"about_ca_system_score_gemma":0.008893103,"threshold_uncertainty_score":0.028877378},"labels":[],"label_agreement":null},{"id":"W7117962980","doi":"10.1007/978-3-662-72175-9_28","title":"Healthy Music-Making: Prevention in Instrumental Lessons for Children and Young Musicians","year":2025,"lang":"en","type":"book-chapter","venue":"Neurocultural health and wellbeing","topic":"Musicians’ Health and Performance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Instrumental music; Singing; Curriculum; Music education; Competence (human resources); Quarter (Canadian coin); Psychological resilience","score_opus":0.03213076571711101,"score_gpt":0.32629386477713934,"score_spread":0.29416309906002835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117962980","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18620826,0.11654985,0.0043878406,0.066644974,0.0041421903,0.00040374423,0.0004250349,0.00019616833,0.62104195],"genre_scores_gemma":[0.4063352,0.09663083,0.013083321,0.01291894,0.0012357035,0.00050598895,0.00033800927,0.00007405419,0.468878],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9998512,0.000043696255,0.000004544894,0.000013529073,0.000046558624,0.000040451414],"domain_scores_gemma":[0.9997421,0.00012150966,0.000021543567,0.0000069780413,0.000020801575,0.00008701205],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004500173,0.0002654137,0.00022268668,0.00029165577,0.0008900685,0.0011896907,0.0005948138,0.0010273164,0.008524012],"category_scores_gemma":[0.00078072597,0.00013720004,0.0002179287,0.00024344679,0.00064941467,0.0007294411,0.0010186261,0.001449455,0.0012153845],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009582869,0.0017059185,0.014562363,0.00074054097,0.000022634593,0.0006856629,0.010257371,0.00016834121,0.0010982326,0.035104387,0.12571973,0.80983895],"study_design_scores_gemma":[0.00011173963,0.00066355465,0.16014974,0.0048792576,0.00007748368,0.002597597,0.043610394,0.0005177998,0.0017251114,0.050064027,0.7355526,0.00005075701],"about_ca_topic_score_codex":0.006768789,"about_ca_topic_score_gemma":0.028532472,"teacher_disagreement_score":0.008524012,"about_ca_system_score_codex":0.0007233456,"about_ca_system_score_gemma":0.0018761068,"threshold_uncertainty_score":0.028515637},"labels":[],"label_agreement":null},{"id":"W7117989867","doi":"10.1007/978-3-662-72175-9_20","title":"The Potential of Singing-Based Interventions to Support Communication and Psychosocial Well-Being in People Living with Communication Challenges","year":2025,"lang":"en","type":"book-chapter","venue":"Neurocultural health and wellbeing","topic":"Music Therapy and Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Psychosocial; Psychological intervention; Singing; Intervention (counseling); Quality of life (healthcare); Quality (philosophy); Social support","score_opus":0.027152011877765704,"score_gpt":0.3331604718188343,"score_spread":0.30600845994106857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117989867","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14026934,0.16756253,0.009033212,0.05490607,0.0063977563,0.0004332395,0.00021264268,0.0002208506,0.62096447],"genre_scores_gemma":[0.488628,0.20235112,0.041925002,0.020336043,0.003399206,0.0012517192,0.00029460853,0.0001073302,0.24170703],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99989223,0.000042709646,0.0000037946677,0.000009017326,0.00003276683,0.000019437399],"domain_scores_gemma":[0.99961686,0.00031258268,0.000012655411,0.000006843261,0.0000129381415,0.000038026767],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044984173,0.00023000529,0.00021493998,0.00024986325,0.0004753341,0.0011916227,0.0005642857,0.00097223034,0.010178815],"category_scores_gemma":[0.0007970029,0.000074872216,0.0003122137,0.00018673377,0.00065785804,0.00101314,0.0008053822,0.0013271581,0.0009277292],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014431342,0.0010516392,0.0008791908,0.0014463624,0.00004053444,0.00035288138,0.0061066854,0.00038102322,0.0025444487,0.026149461,0.040406797,0.9204967],"study_design_scores_gemma":[0.000418317,0.0029809703,0.04249396,0.007564881,0.00022261166,0.0035744617,0.033276305,0.0025819032,0.0035200098,0.11035769,0.79292554,0.000083453815],"about_ca_topic_score_codex":0.000827624,"about_ca_topic_score_gemma":0.0035813216,"teacher_disagreement_score":0.010178815,"about_ca_system_score_codex":0.0002781524,"about_ca_system_score_gemma":0.0010109898,"threshold_uncertainty_score":0.034051478},"labels":[],"label_agreement":null},{"id":"W7117991611","doi":"10.1007/978-3-662-72175-9_11","title":"Introduction to Neurologic Music Therapy","year":2025,"lang":"en","type":"book-chapter","venue":"Neurocultural health and wellbeing","topic":"Music Therapy and Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Music therapy; Cognition; Perception; Function (biology); Musical; Therapeutic approach","score_opus":0.04051365305639719,"score_gpt":0.31773725961185123,"score_spread":0.277223606555454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117991611","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00033711395,0.0358856,0.0037770784,0.0028333573,0.0044984617,0.000057470883,0.00015696562,0.00016840482,0.9522854],"genre_scores_gemma":[0.0013065619,0.014518787,0.0013243178,0.0017430522,0.0008153359,0.000044202035,0.00009591802,0.000075509466,0.98007625],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998996,0.000015428039,0.0000051810093,0.000014538539,0.000053235894,0.000012014565],"domain_scores_gemma":[0.99989665,0.000048108788,0.0000038965604,0.000006300422,0.000028361483,0.000016682494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019283679,0.0008491931,0.0005094121,0.0014251575,0.0012147115,0.0017665707,0.00070346345,0.0015015362,0.13579528],"category_scores_gemma":[0.00038967183,0.00022627314,0.000355711,0.0008809209,0.0007231734,0.001662492,0.0012881622,0.002287935,0.04737986],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017392464,0.000084599385,0.000048422364,0.00035478745,0.0000031502439,0.00021031528,0.0004441484,0.00026204833,0.0006702036,0.05903847,0.65584546,0.283021],"study_design_scores_gemma":[0.000001582169,0.000008891119,0.00009763127,0.00018161225,0.0000010808445,0.0002360534,0.00006979103,0.00004250641,0.000057326633,0.0076780976,0.9916224,0.0000031120474],"about_ca_topic_score_codex":0.0019378859,"about_ca_topic_score_gemma":0.010179728,"teacher_disagreement_score":0.13579528,"about_ca_system_score_codex":0.0009001383,"about_ca_system_score_gemma":0.00094426365,"threshold_uncertainty_score":0.4542805},"labels":[],"label_agreement":null}]}