{"id":"W4404387892","doi":"10.1002/fam.3253","title":"Comprehensive laboratory study on smoke gases during the thermal oxidative decomposition of forest and vegetation fuels","year":2024,"lang":"en","type":"article","venue":"Fire and Materials","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Environmental science; Smoke; Vegetation (pathology); Decomposition; Waste management; Environmental engineering; Environmental chemistry; Engineering; Chemistry; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00006345037,0.00006685632,0.00009226864,0.000002730527,0.00009113001,0.00006582077,0.00002974636,0.00002059789,0.0001251435],"category_scores_gemma":[0.000004611858,0.00004150158,0.000008041249,0.00003909727,0.00005100045,0.00009560215,0.000007456188,0.00002606887,0.000004567697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001002677,"about_ca_system_score_gemma":0.000006757984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001600172,"about_ca_topic_score_gemma":0.00001987538,"domain_scores_codex":[0.9996133,0.00005038375,0.0001003675,0.0001111523,0.00006116164,0.00006365758],"domain_scores_gemma":[0.9997723,0.0001076595,0.00003331193,0.00005258249,0.00001469701,0.00001942811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002486875,0.00005319905,0.1584404,0.0006989904,0.0001089975,0.00004995035,0.004127546,0.0002963906,0.8319754,0.00003782473,0.00003911607,0.003923547],"study_design_scores_gemma":[0.0001123316,0.0001276968,0.8778306,0.0000631013,0.00001478907,0.000003389884,0.0005126492,0.00003038272,0.1211689,0.00004793581,0.00003947584,0.00004874565],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987469,0.0007667032,0.000001140807,0.00003178503,0.0001077657,0.0001451598,0.0000922636,0.00001469514,0.00009362834],"genre_scores_gemma":[0.9997918,0.00004977187,0.000014782,0.00002769263,0.00006867918,0.0000023668,0.00002748041,0.000001834043,0.00001561339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7193903,"threshold_uncertainty_score":0.1692385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01370189814794594,"score_gpt":0.2431253908364108,"score_spread":0.2294234926884649,"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."}}