{"id":"W3194300696","doi":"10.1111/pce.14176","title":"Limits to post‐fire vegetation recovery under climate change","year":2021,"lang":"en","type":"review","venue":"Plant Cell & Environment","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":290,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Canadian Forest Service","funders":"Australian Research Council; New South Wales Government","keywords":"Fire regime; Climate change; Disturbance (geology); Vegetation (pathology); Environmental science; Ecology; Ecosystem; Fire ecology; Geography; Range (aeronautics); Environmental resource management; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005234579,0.0007759875,0.001411682,0.00009290461,0.0001587833,0.00008384373,0.0005032701,0.0004039246,0.001730676],"category_scores_gemma":[0.00001692431,0.0007069423,0.0004421338,0.0002168684,0.00004758502,0.0002157882,0.0005806724,0.0003950095,0.02637431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001379145,"about_ca_system_score_gemma":0.00002014448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001925516,"about_ca_topic_score_gemma":0.00007077361,"domain_scores_codex":[0.9959316,0.0004265767,0.0007571884,0.001283677,0.0007672525,0.0008337673],"domain_scores_gemma":[0.9980051,0.0002753733,0.0004440682,0.0009130597,0.000002488242,0.0003599027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007468435,0.000264428,0.00003689738,0.004868586,0.00005957308,0.0001686668,0.0001572517,0.0003904769,0.0001046301,0.000007040428,0.001198557,0.9927364],"study_design_scores_gemma":[0.0001266028,0.0002127822,0.0002966644,0.005050239,0.0003672247,0.0000769999,0.00001919668,0.0001208341,0.00003985895,0.000002174994,0.9928364,0.0008510794],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009497946,0.9923917,0.00003969499,0.00008128442,0.0008950169,0.002674395,0.0004298516,0.00007218057,0.002466084],"genre_scores_gemma":[0.0003288421,0.9959041,0.0003665382,0.00047185,0.0002279741,0.0008393539,0.00110443,0.0001425297,0.0006144059],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9918854,"threshold_uncertainty_score":0.9995382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02991462174462941,"score_gpt":0.2359809013793537,"score_spread":0.2060662796347242,"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."}}