{"id":"W4366826240","doi":"10.1186/s42408-023-00185-4","title":"Time since fire shapes plant immaturity risk across fire severity classes","year":2023,"lang":"en","type":"article","venue":"Fire Ecology","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Canadian Forest Service","funders":"University of Melbourne; Bushfire and Natural Hazards Cooperative Research Centre; Australian Government; Department of Environment, Land, Water and Planning, State Government of Victoria; Holsworth Wildlife Research Endowment","keywords":"Banksia; Quadrat; Fire regime; Ecology; Woodland; Biology; Fire history; Threatened species; Abundance (ecology); Fire ecology; Relative species abundance; Prescribed burn; Ecosystem; Habitat; Shrub","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008291486,0.0003431795,0.0004962231,0.00002181425,0.0006203913,0.00006045823,0.0006459286,0.0004186202,0.003163856],"category_scores_gemma":[0.0004575728,0.000327422,0.0001388366,0.0005260572,0.0003978586,0.0003262032,0.0008053982,0.0004630956,0.03231028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000378838,"about_ca_system_score_gemma":0.00003138656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001891746,"about_ca_topic_score_gemma":0.004854717,"domain_scores_codex":[0.9970216,0.0003862682,0.0004051118,0.0008017339,0.0003392179,0.00104603],"domain_scores_gemma":[0.998206,0.0008544097,0.000244233,0.0004814517,0.00001225651,0.000201691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001894146,0.0004631239,0.610681,0.0001993991,0.0001409618,0.0008921488,0.002602853,0.001841181,0.002219473,0.00001426857,0.3255617,0.05519446],"study_design_scores_gemma":[0.000318541,0.0001726756,0.7798994,0.00002038724,0.00001511094,0.00006356482,0.00006396969,0.1745183,0.0001396813,0.0001102883,0.04433053,0.0003475603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955212,0.00006341789,0.000001159096,0.0007690546,0.0008513443,0.0005230979,0.0007590572,0.0005792019,0.0009324262],"genre_scores_gemma":[0.9961823,0.0001111756,0.00006215447,0.0002547074,0.0001634612,0.0001006518,0.0001337801,0.00004444939,0.002947304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2812312,"threshold_uncertainty_score":0.9999178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006611075625778832,"score_gpt":0.2273923521101963,"score_spread":0.2207812764844174,"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."}}