{"id":"W4312351324","doi":"10.2139/ssrn.4266804","title":"Investigation of the Potential Effect of Firefighting Water Additives on Soil Biota","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Biota; Firefighting; Environmental science; Snag; Environmental chemistry; Ecology; Chemistry; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002161591,0.0003878405,0.0002410951,0.0002487136,0.0003263539,0.0004613153,0.0002796028,0.0004784144,0.002362354],"category_scores_gemma":[0.0004569396,0.0001263019,0.0004120898,0.0001935973,0.0002164107,0.0002692239,0.0002417061,0.0004117913,0.0003202787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002979218,"about_ca_system_score_gemma":0.0004097543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004443633,"about_ca_topic_score_gemma":0.006112859,"domain_scores_codex":[0.9998048,0.00003442943,0.0000113412,0.00004632867,0.00004596288,0.00005710531],"domain_scores_gemma":[0.9996071,0.0001180357,0.00006197675,0.00002848369,0.0001341421,0.00005019279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002511477,0.0003396299,0.007220089,0.0002878268,0.0000613074,0.0001359324,0.00009650049,0.0006160273,0.9739252,0.0001198728,0.0001180028,0.014568],"study_design_scores_gemma":[0.00002094966,0.003662241,0.02369255,0.00002626273,0.00009726152,0.00008643865,0.0002437973,0.001018931,0.9684753,0.0000885741,0.002575886,0.00001192454],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996622,0.0006942089,0.0003713841,0.00003616985,0.00002629471,0.00003188197,0.0002854532,0.000011821,0.00192082],"genre_scores_gemma":[0.9942426,0.0008819919,0.0009110791,0.00005356977,0.00001129972,0.00001897244,0.0002012207,0.00001038051,0.003668856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004443633,"threshold_uncertainty_score":0.008835554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002691490573226166,"score_gpt":0.1743141101781255,"score_spread":0.1716226196048993,"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."}}