{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003296055,0.0006565339,0.0003994781,0.002437882,0.0003763685,0.001239847,0.0005513594,0.0006078902,0.0008294904],"category_scores_gemma":[0.001682729,0.0001213493,0.0005786755,0.001036428,0.0004085429,0.001196267,0.0009065946,0.000541796,0.0001543404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001139065,"about_ca_system_score_gemma":0.0007351429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002016469,"about_ca_topic_score_gemma":0.004484736,"domain_scores_codex":[0.9982916,0.0004658394,0.0001012675,0.0001031083,0.0009545151,0.00008363387],"domain_scores_gemma":[0.9990066,0.0002504527,0.0002263921,0.00006563232,0.0004165787,0.00003437958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005654441,0.000600719,0.05914062,0.003341293,0.0003584868,0.000551025,0.0003464474,0.09739777,0.1247998,0.02783919,0.001522279,0.6835369],"study_design_scores_gemma":[0.00004216278,0.00416915,0.1090455,0.001758171,0.001188102,0.001177973,0.001838863,0.1562334,0.5480677,0.03720383,0.1390547,0.0002203125],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.7151335,0.08463684,0.09914201,0.001101069,0.0001887067,0.0004022192,0.0009194166,0.0001371459,0.09833907],"genre_scores_gemma":[0.937987,0.03521185,0.02293378,0.0001046035,0.00005092242,0.00009719525,0.0003188033,0.00001989927,0.003276004],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003296055,"threshold_uncertainty_score":0.01743138,"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."}}