{"id":"W4415490269","doi":"10.3390/fire8110411","title":"Advances and Environmental Impact Assessment of Forest Fire Extinguishing Agents","year":2025,"lang":"en","type":"article","venue":"Fire","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Key Research and Development Program of China; Natural Resources Canada; China Postdoctoral Science Foundation","keywords":"Context (archaeology); Environmental impact assessment; Sustainable development; Environmentally friendly; Fire protection; Impact assessment; Sustainability","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":[],"consensus_categories":[],"category_scores_codex":[0.0001869549,0.0001365451,0.0001800624,0.00001788262,0.0001029906,0.00002399339,0.0001659385,0.0000518095,0.0005345678],"category_scores_gemma":[0.0000410497,0.0001185426,0.00005537564,0.0001027357,0.0001011564,0.0002454588,0.0002228221,0.0000907746,0.00002083692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002221955,"about_ca_system_score_gemma":0.00000875637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008333932,"about_ca_topic_score_gemma":0.0001177378,"domain_scores_codex":[0.9990649,0.00005054903,0.0001979691,0.0002584181,0.0002218101,0.0002064098],"domain_scores_gemma":[0.9995275,0.00008676726,0.0001059496,0.0002169513,0.00000135339,0.00006153387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004490963,0.00005417039,0.9290864,0.00006016198,0.00001252198,0.000005668245,0.0001238714,0.0004094624,0.0009132962,0.000005277947,0.001129568,0.06819511],"study_design_scores_gemma":[0.0002565265,0.00008576664,0.937596,0.00009153359,0.00001213083,0.000003674822,0.00006623485,0.05567911,0.0002141417,0.00006363301,0.005821284,0.000109969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915066,0.0004922161,0.00004913116,0.00005432944,0.0001545786,0.0002508915,0.00002398443,0.00002166166,0.007446568],"genre_scores_gemma":[0.9991572,0.0001167617,0.0002817305,0.00005579488,0.00001865639,0.00001613748,0.00001550714,0.000009945184,0.0003282128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06808514,"threshold_uncertainty_score":0.5853143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005154318053166948,"score_gpt":0.2673160429407501,"score_spread":0.2621617248875832,"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."}}