{"id":"W4417215941","doi":"10.1130/abs/2025am-4336","title":"Characterizing Wildfire-Induced Alteration to Soil Hydraulic Properties Across a Gradient of Burn Severity in Three Distinct Ecosystems, British Columbia, Canada","year":2025,"lang":"","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Hydrology (agriculture); Surface runoff; Soil water; Permafrost; Vegetation (pathology)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001168893,0.0005905651,0.001637208,0.00002339966,0.0005304934,0.0004347669,0.0008514614,0.0004137175,0.0001326941],"category_scores_gemma":[0.0001955206,0.00064471,0.0003105695,0.001461107,0.001217299,0.0004778492,0.0005881758,0.0007854173,0.00001183916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001303401,"about_ca_system_score_gemma":0.0005059134,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9909599,"about_ca_topic_score_gemma":0.9897466,"domain_scores_codex":[0.9934931,0.0002898831,0.00201124,0.001404785,0.001207022,0.001594014],"domain_scores_gemma":[0.9971874,0.0002039512,0.001379525,0.0006832738,0.0001247814,0.0004210903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000186591,0.001835461,0.7329124,0.001412847,0.0002666936,0.00007563172,0.002572758,0.001062289,0.005631328,2.711681e-7,0.0004995011,0.2535443],"study_design_scores_gemma":[0.001022846,0.002143857,0.9749281,0.002538957,0.00005828299,0.00003485219,0.001754245,0.01223998,0.001078076,0.0000127119,0.003466658,0.0007214298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935055,0.0002312773,0.000126892,0.001289177,0.0003635208,0.004048952,0.0001024357,0.00006760927,0.0002645691],"genre_scores_gemma":[0.9977607,0.00004365565,0.0007483768,0.0006788364,0.00005403775,0.0004826503,0.00004716407,0.00003722704,0.0001473522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2528228,"threshold_uncertainty_score":0.9996004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01241921512033948,"score_gpt":0.216801298159541,"score_spread":0.2043820830392015,"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."}}