{"id":"W4416976839","doi":"10.3389/fpsyg.2025.1712588","title":"Influencing pro-environmental behaviors through visual arts: a scoping review of research designs and state of knowledge","year":2025,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Urban Green Space and Health","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Quebec Network for Research on Aging; Polytechnique Montréal","funders":"Social Sciences and Humanities Research Council of Canada; Polytechnique Montréal","keywords":"State (computer science); Visual methods; The arts; Research design","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.05827254,0.002238943,0.007098545,0.02702562,0.001903886,0.007733657,0.003842098,0.004335952,0.003962626],"category_scores_gemma":[0.2147382,0.002019599,0.007625495,0.02451416,0.003607149,0.00604154,0.003534527,0.002669251,0.0007418246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006742552,"about_ca_system_score_gemma":0.02947987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007866793,"about_ca_topic_score_gemma":0.017307,"domain_scores_codex":[0.9583065,0.01522007,0.01586547,0.002882881,0.006983965,0.0007409643],"domain_scores_gemma":[0.6420755,0.3140613,0.02164911,0.004711702,0.01668343,0.0008188818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001406235,0.00007059298,0.001339397,0.8303273,0.002609496,0.0001352663,0.001613174,0.0003052116,0.0003338314,0.001362266,0.001834743,0.1599281],"study_design_scores_gemma":[0.00003358446,0.00009665801,0.001987731,0.9687324,0.008217957,0.0001883617,0.0009868067,0.000130252,0.0003121891,0.0009709835,0.01831255,0.00003056495],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001243976,0.9956427,0.0009217874,0.0006248184,0.0002225668,0.0004419981,0.0001967535,0.00001292227,0.0006925624],"genre_scores_gemma":[0.01331043,0.9822119,0.002190483,0.0005517072,0.0001216389,0.001245359,0.0001987645,0.00001478306,0.0001549288],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05827254,"threshold_uncertainty_score":0.3081783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07323237539337851,"score_gpt":0.4463868253184576,"score_spread":0.3731544499250791,"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."}}