{"id":"W4410379483","doi":"10.3389/fmed.2025.1590145","title":"Physician-prescribed museum visit benefits on mental health: results of an experimental study","year":2025,"lang":"en","type":"article","venue":"Frontiers in Medicine","topic":"Art Therapy and Mental Health","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Museum of Fine Arts of Quebec; Université de Montréal; McGill University; Institut Universitaire de Gériatrie de Montréal; Francophone University Association; Jewish General Hospital","funders":"","keywords":"Mental health; Medicine; Psychology; Family medicine; Medical education; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004714163,0.001017389,0.001548589,0.0004134933,0.0009093999,0.0006902845,0.001032915,0.0009730991,0.005307022],"category_scores_gemma":[0.003845359,0.0005172259,0.001671215,0.000440656,0.00146706,0.0005839652,0.0005866969,0.001479271,0.0003985004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001234971,"about_ca_system_score_gemma":0.00231132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01040557,"about_ca_topic_score_gemma":0.01540003,"domain_scores_codex":[0.9972384,0.00149941,0.0001665565,0.0003216068,0.0003382902,0.0004356711],"domain_scores_gemma":[0.9958669,0.002057835,0.0006395813,0.0004645642,0.0002715462,0.0006996641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.1668865,0.7963839,0.004671169,0.0008382408,0.0005721217,0.00009513121,0.000866546,0.0003340423,0.005982399,0.0001479477,0.0004056376,0.02281645],"study_design_scores_gemma":[0.04075899,0.9268576,0.02881473,0.00006421396,0.0005963547,0.00002221341,0.0002773992,0.0004719077,0.001347474,0.0001348104,0.0006200986,0.0000341978],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971717,0.0001595851,0.0001433643,0.00004942707,0.00003372968,0.001911759,0.0001262506,0.00000564838,0.0003986104],"genre_scores_gemma":[0.9884659,0.0006828119,0.002090405,0.0002069748,0.0001675012,0.005862148,0.0002575349,0.000006134313,0.002260686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01040557,"threshold_uncertainty_score":0.02493119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03781576131720961,"score_gpt":0.3281218420290004,"score_spread":0.2903060807117908,"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."}}