{"id":"W2802025203","doi":"10.1029/2018eo096613","title":"How Paleofire Research Can Better Inform Ecosystem Management","year":2018,"lang":"en","type":"article","venue":"Eos","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ecosystem; Environmental resource management; Ecosystem management; Environmental planning; Business; Environmental science; Ecology; Biology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009230937,0.00009430092,0.0001235033,0.0001942551,0.0004843781,0.0000886877,0.0003859435,0.0001205111,0.002093783],"category_scores_gemma":[0.0000309173,0.00007332605,0.00003209737,0.0002944956,0.0003337408,0.0001165169,0.00004393124,0.0003108162,0.003736057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001756846,"about_ca_system_score_gemma":0.00002801476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001204265,"about_ca_topic_score_gemma":0.03417883,"domain_scores_codex":[0.9983928,0.0001942807,0.000114848,0.0002486997,0.0003747473,0.0006746328],"domain_scores_gemma":[0.9992786,0.0001485149,0.00001723574,0.0003132316,0.0001051443,0.0001372388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002010649,0.000004475436,0.980048,0.00003670032,0.00002462001,0.00008097533,0.0001905555,8.540569e-7,7.277412e-7,0.0002044959,0.004297263,0.0150912],"study_design_scores_gemma":[0.000197892,0.0002120856,0.9021389,0.00001867319,0.000004960088,0.00005300783,0.0005374853,0.0004649657,0.0001061449,0.0008219884,0.0953209,0.0001229972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8359345,0.0001100506,0.000008304716,0.005659209,0.0003024116,0.0002493482,0.0000203667,0.00003459932,0.1576813],"genre_scores_gemma":[0.9928513,0.00002765298,0.0002296969,0.000249236,0.0002507578,0.00000617693,0.00004994143,0.000002280898,0.006332995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1569168,"threshold_uncertainty_score":0.9988185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04818136505842062,"score_gpt":0.2863138130701941,"score_spread":0.2381324480117735,"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."}}