{"id":"W4410182872","doi":"10.3389/frsus.2025.1592706","title":"Commissioning community-based art projects to support engagement with nature-based solutions","year":2025,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Museums and Cultural Heritage","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; University of Victoria","funders":"","keywords":"Project commissioning; Process management; Community engagement; Engineering; Sociology; Computer science; Engineering management; Business; Political science; Publishing; Public relations","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00120118,0.0002163526,0.000289312,0.0002392444,0.001314734,0.0001740099,0.0003305026,0.00009508915,0.0002774033],"category_scores_gemma":[0.0002238587,0.00016754,0.00007996862,0.0002486045,0.0003152225,0.0001441298,0.0001064766,0.0009829587,0.000003867601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00076467,"about_ca_system_score_gemma":0.0006781504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005192485,"about_ca_topic_score_gemma":0.002164456,"domain_scores_codex":[0.9982333,0.0005021552,0.0002918465,0.0002793244,0.0002096641,0.0004837803],"domain_scores_gemma":[0.9987716,0.0001015838,0.00005478024,0.0005892962,0.0003858325,0.00009687444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001187505,0.00243654,0.09400352,0.00260051,0.0001095556,0.00005240162,0.07174483,0.00318077,0.000009900714,0.1084619,0.7082457,0.007966883],"study_design_scores_gemma":[0.0009393852,0.0003662246,0.004380128,0.0001438672,0.00002684834,1.200965e-7,0.09123157,0.0006339026,0.00005670897,0.002855053,0.899089,0.0002772309],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6510157,0.0002617165,0.03602012,0.03067143,0.002952454,0.007455727,0.0001092892,0.0007490829,0.2707645],"genre_scores_gemma":[0.9865435,4.102833e-7,0.002334716,0.002764637,0.00003562875,0.000275307,0.00008735814,0.00001378643,0.00794468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3355278,"threshold_uncertainty_score":0.9999854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03148321502414628,"score_gpt":0.2772545855266483,"score_spread":0.245771370502502,"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."}}