{"id":"W4285124286","doi":"10.5751/es-13301-270231","title":"Simulating wildlife habitat dynamics over the next century to help inform best management strategies for biodiversity in the Lake Tahoe Basin, California","year":2022,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biodiversity; Wildlife; Habitat; Forest management; Geography; Disturbance (geology); Ecology; Wildlife management; Environmental science; Snag; Environmental resource management; Forest ecology; Ecosystem; Agroforestry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0008161321,0.0003901993,0.0003188502,0.0005511425,0.0005566115,0.001033612,0.0008036845,0.0006956093,0.002141416],"category_scores_gemma":[0.002193769,0.0003226284,0.0003692436,0.0007103731,0.0002671507,0.001145134,0.0007041315,0.0005282623,0.0001940747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002422689,"about_ca_system_score_gemma":0.002522531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3505041,"about_ca_topic_score_gemma":0.4956779,"domain_scores_codex":[0.9998296,0.00007127593,0.00001115662,0.00003179778,0.00002847962,0.00002754486],"domain_scores_gemma":[0.999393,0.0002121038,0.00007012266,0.00003668526,0.0001184036,0.0001695837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002199249,0.0001457948,0.1247163,0.0000801712,0.0002850764,0.0001196226,0.0003147724,0.8220128,0.0004042536,0.001209601,0.01538279,0.03510878],"study_design_scores_gemma":[0.0001783392,0.0001188818,0.07268568,0.0001138977,0.0002323382,0.00004409657,0.0007654311,0.9097913,0.0002973901,0.002419509,0.01328625,0.00006693911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763396,0.001802483,0.00493849,0.003630413,0.0001459495,0.00004281613,0.004041047,0.0003702712,0.008689003],"genre_scores_gemma":[0.9905606,0.00120038,0.004426118,0.0001434336,0.00003779094,0.00004361316,0.002159912,0.00002761874,0.001400582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3505041,"threshold_uncertainty_score":0.6969279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008827050043401454,"score_gpt":0.2139183535322769,"score_spread":0.2050913034888754,"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."}}