{"id":"W289270803","doi":"10.1023/a:1006479516184","title":"Ecological Monitoring and Assessment Network's Proposed Core Monitoring Variables: An Early Warning of Environmental Change","year":2001,"lang":"en","type":"article","venue":"Environmental Monitoring and Assessment","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"Campbell Scientific (Canada)","funders":"","keywords":"Computer science; Warning system; Environmental resource management; Environmental data; Environmental monitoring; Variety (cybernetics); Stressor; Environmental science; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007501249,0.0005042641,0.0005506024,0.001683658,0.0006932472,0.001147959,0.001443137,0.001027546,0.000971747],"category_scores_gemma":[0.01611791,0.0002757159,0.0002580172,0.001285812,0.0004331628,0.001479584,0.001416262,0.00127569,0.0003297608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001824912,"about_ca_system_score_gemma":0.005939062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02997665,"about_ca_topic_score_gemma":0.09053654,"domain_scores_codex":[0.99813,0.0006610029,0.0001846195,0.0001111043,0.0007190511,0.0001941467],"domain_scores_gemma":[0.9824163,0.003004817,0.002595897,0.0009696594,0.009406246,0.001606982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006729056,0.0008616058,0.4918951,0.0002828659,0.0001651018,0.0001198129,0.0005890731,0.01001166,0.006186916,0.007320783,0.1622982,0.3195959],"study_design_scores_gemma":[0.0002890729,0.000949554,0.7974546,0.0002226567,0.0002605274,0.0003113416,0.0006883363,0.0636465,0.01321642,0.005295339,0.117547,0.0001186295],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5931532,0.001511501,0.2383714,0.02589776,0.0024695,0.005637853,0.0508792,0.002909265,0.07917032],"genre_scores_gemma":[0.6915583,0.0005084209,0.2668064,0.004178965,0.0004285765,0.003119854,0.02313678,0.0001887083,0.01007398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02997665,"threshold_uncertainty_score":0.05960435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02566870179319455,"score_gpt":0.2715323154293096,"score_spread":0.245863613636115,"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."}}