{"id":"W4409215530","doi":"10.3389/978-2-8325-6214-7","title":"Disaster-Related Psychiatric Disorders: Assessment, Recovery, Intervention","year":2025,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health; Government of Canada; National Institutes of Health; Universität Leipzig; National Center for Mental Health; Deutsche Forschungsgemeinschaft","keywords":"Psychiatry; Intervention (counseling); Medicine; Psychology; Medical emergency","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003017655,0.0004196457,0.0006790315,0.001638981,0.001011639,0.00009936399,0.001004959,0.0009177519,0.001748817],"category_scores_gemma":[0.0003000115,0.000408224,0.0004417178,0.0005781871,0.0001869046,0.0002317267,0.001274354,0.003815568,0.0007242304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001853072,"about_ca_system_score_gemma":0.001885093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001325945,"about_ca_topic_score_gemma":0.0003430445,"domain_scores_codex":[0.9930602,0.002625587,0.001128817,0.0008629708,0.001111587,0.001210787],"domain_scores_gemma":[0.9977124,0.0001484455,0.000380308,0.001223683,0.000314667,0.0002204935],"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":[0.0001429474,0.0001559376,0.0004272824,0.001495316,0.0003624794,0.000008722281,0.0007360157,0.000001247829,1.602464e-7,0.01717447,0.8800214,0.09947401],"study_design_scores_gemma":[0.001036984,0.0002827099,0.0004634487,0.001112089,0.00009785121,9.244287e-8,0.002765166,0.00007575339,4.974492e-8,0.1112209,0.8826608,0.0002841878],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000535598,0.002173547,0.01173193,0.009968643,0.009019666,0.003259841,0.0001282545,0.0001511162,0.9635134],"genre_scores_gemma":[0.00001844095,0.002162371,0.001124803,0.0002697357,0.0007330746,0.0005751206,0.0007877923,0.00007929319,0.9942493],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09918982,"threshold_uncertainty_score":0.999837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06470417584109298,"score_gpt":0.4839009710950926,"score_spread":0.4191967952539996,"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."}}