{"id":"W7106499684","doi":"10.3727/152599525x17580191376207","title":"Environmental Communication at Festivals: A Scoping Review","year":2025,"lang":"en","type":"article","venue":"Event Management","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Sustainability; Environmental communication; Variety (cybernetics); Psychological intervention; Environmental education; Behaviour change","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004693563,0.000137573,0.0001407547,0.00002979338,0.0002541428,0.00001411051,0.00031923,0.00002611591,0.009208462],"category_scores_gemma":[0.00001710476,0.0001384338,0.00007438228,0.0001600438,0.0001301497,0.0001209928,0.001123881,0.00007378081,0.001343806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001374426,"about_ca_system_score_gemma":0.000005479319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002854647,"about_ca_topic_score_gemma":0.00002875857,"domain_scores_codex":[0.9987323,0.0001380144,0.0003101225,0.0003425698,0.0002645194,0.0002124217],"domain_scores_gemma":[0.9991289,0.00002660824,0.00008042907,0.0007000337,9.567722e-7,0.00006311221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0000708294,0.002949167,0.2748192,0.009888188,0.0001941375,0.00002412701,0.0009316359,0.001573243,0.000719403,0.003273422,0.3989552,0.3066015],"study_design_scores_gemma":[0.000886301,0.00004512362,0.7302406,0.01220763,0.0001775434,0.000004213071,0.001232341,0.000193316,0.0005700812,0.002104317,0.2517365,0.0006020114],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3949249,0.03065228,0.002517623,0.02840281,0.0005310212,0.009758151,0.00001129333,0.0002480925,0.5329539],"genre_scores_gemma":[0.9130091,0.01644435,0.001321972,0.005793553,0.000005940072,0.0004544728,0.00004082228,0.0000128718,0.06291691],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5180842,"threshold_uncertainty_score":0.9994338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00826305168836184,"score_gpt":0.2967577668343586,"score_spread":0.2884947151459967,"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."}}