{"id":"W4408422702","doi":"10.5194/egusphere-egu25-604","title":"How do understorey fires in deciduous forests affect soil properties? Insights from Eastern India","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Understory; Deciduous; Affect (linguistics); Geography; Forestry; Agroforestry; Environmental science; Ecology; Archaeology; Psychology; Biology; Canopy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001428263,0.0001890935,0.0001777777,0.000385174,0.0002945179,0.0004786811,0.0002417935,0.0001492069,0.0004470164],"category_scores_gemma":[0.0003325627,0.0001315385,0.0002161888,0.0006549902,0.0003226825,0.0001948208,0.0003019581,0.0001867605,0.0000979575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003004811,"about_ca_system_score_gemma":0.000250622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03295799,"about_ca_topic_score_gemma":0.06217956,"domain_scores_codex":[0.9998845,0.00002226448,0.000008436245,0.00002732838,0.00001510294,0.00004236022],"domain_scores_gemma":[0.9997452,0.00006927541,0.00008425187,0.00002570375,0.00003377708,0.00004180327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001076238,0.00004943686,0.9850269,0.00003907404,0.0000524459,0.0002798381,0.001891748,0.000179555,0.006353712,0.00003567108,0.00007070827,0.005913425],"study_design_scores_gemma":[4.242941e-7,0.000009432863,0.9988993,0.000001710137,0.000007340173,0.00005199105,0.0007790438,0.00003613377,0.0001304037,0.000008150922,0.00007467074,0.000001379704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995376,0.00005551624,0.00002199488,0.00001330983,6.579727e-7,0.00000117296,0.00007783907,0.000001329612,0.0002905256],"genre_scores_gemma":[0.9997017,0.00007395552,0.000026577,0.00001454658,0.000001554705,0.000001277184,0.00009367541,0.000001121395,0.00008554196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03295799,"threshold_uncertainty_score":0.06553233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01501820524033027,"score_gpt":0.2112173840725598,"score_spread":0.1961991788322295,"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."}}