{"id":"W4412867412","doi":"10.30574/gscarr.2025.24.1.0220","title":"Public health communication strategies during wildfire events: Lessons for the United States from a global perspective","year":2025,"lang":"en","type":"article","venue":"GSC Advanced Research and Reviews","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Public health; Environmental planning; Environmental resource management; Public relations; Political science; Environmental health; Geography; Medicine; Environmental science; Computer science; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002074644,0.00008175607,0.0001692558,0.00008068344,0.002459406,0.000261077,0.0005354148,0.0000290455,0.000009628486],"category_scores_gemma":[0.0005723732,0.00005104241,0.00004450964,0.001021979,0.0006409583,0.0003668964,0.0001908301,0.0001702661,0.000004031552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002735867,"about_ca_system_score_gemma":0.0002698312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005833605,"about_ca_topic_score_gemma":0.01111406,"domain_scores_codex":[0.9980286,0.0008411098,0.0001941773,0.0002347279,0.0002594834,0.0004418877],"domain_scores_gemma":[0.9988942,0.0004387533,0.00007909523,0.000304911,0.0001856275,0.00009741798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006403134,0.0001410147,0.0006148018,0.000195978,0.00007258252,6.180141e-7,0.0184501,0.00003317475,0.00001053754,0.7456775,0.004231089,0.2305086],"study_design_scores_gemma":[0.0003081561,0.00004025597,0.00544384,0.0003152483,0.000005263992,7.622381e-8,0.2042036,0.00007829537,7.987899e-7,0.1278143,0.661724,0.00006619153],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.05253996,0.4248679,0.009799828,0.4719917,0.0002662375,0.007015393,0.00009000509,0.0001179142,0.03331105],"genre_scores_gemma":[0.3667805,0.626031,0.0009964651,0.0004299651,0.00006279608,0.0004654039,0.00006052693,0.000006236617,0.005167104],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6574929,"threshold_uncertainty_score":0.9988393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2459342292620694,"score_gpt":0.5227844192170544,"score_spread":0.276850189954985,"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."}}