{"id":"W4302013326","doi":"10.26906/sunz.2022.3.104","title":"TECHNICAL ASPECTS OF AVIATION FIREFIGHTING IN ECOSYSTEMS: THE EXPERIENCE OF FOREIGN COUNTRIES","year":2022,"lang":"en","type":"article","venue":"Системи управління навігації та зв’язку Збірник наукових праць","topic":"Environmental and Industrial Safety","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Firefighting; Aviation; Aeronautics; China; Military aviation; Business; Engineering; Environmental resource management; Environmental science; Political science; Geography; Aerospace engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001447863,0.000365361,0.0005815766,0.0001130815,0.0005177969,0.00002628264,0.001149357,0.0001732875,0.006040364],"category_scores_gemma":[0.0001599137,0.0002978953,0.0002074322,0.0008731787,0.00072382,0.0004245784,0.0009082566,0.0006159667,0.00009903598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008246473,"about_ca_system_score_gemma":0.00006498198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003026308,"about_ca_topic_score_gemma":0.001102775,"domain_scores_codex":[0.9956537,0.0004016318,0.001249216,0.0006710888,0.001393842,0.0006305548],"domain_scores_gemma":[0.9979812,0.0003171199,0.0007509654,0.0008125323,0.00001420918,0.0001239756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001004962,0.00211725,0.6911435,0.0002219635,0.00009696667,0.00009425175,0.01683461,0.01895661,0.2096744,0.03644273,0.006898514,0.01651431],"study_design_scores_gemma":[0.006679466,0.002521714,0.6275828,0.0004028867,0.0001855814,0.0002634915,0.02410749,0.004789331,0.1133655,0.01715736,0.2003308,0.002613611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.938453,0.0002865612,0.0001569632,0.0005365991,0.0003063214,0.001237267,0.0001387494,0.00006837699,0.05881616],"genre_scores_gemma":[0.998652,0.00007827946,0.0001936286,0.0002080817,0.00008840876,0.000324461,0.00003358704,0.00003991179,0.0003816302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1934323,"threshold_uncertainty_score":0.9999473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0125908958634235,"score_gpt":0.2162593508795535,"score_spread":0.20366845501613,"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."}}