{"id":"W3010421180","doi":"10.1101/2020.03.05.978858","title":"Modification of forests by people means only 40% of remaining forests have high ecosystem integrity","year":2020,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia; Carleton University","funders":"Wildlife Conservation Society; John D. and Catherine T. MacArthur Foundation","keywords":"Deforestation (computer science); Biodiversity; Amazon rainforest; Limiting; Geography; Ecosystem; Environmental resource management; Forest ecology; Agroforestry; Environmental science; Environmental protection; Forestry; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004181193,0.000354532,0.0004120289,0.0008181273,0.0003226798,0.001287698,0.0002354066,0.0002593251,0.007425339],"category_scores_gemma":[0.001103658,0.0001107552,0.0002362288,0.001651055,0.000415554,0.0007919321,0.0007535693,0.0003769418,0.001422987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003523961,"about_ca_system_score_gemma":0.000294787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003465544,"about_ca_topic_score_gemma":0.005396993,"domain_scores_codex":[0.9996428,0.00004549912,0.00001925905,0.0001172543,0.0001162313,0.00005891253],"domain_scores_gemma":[0.9994931,0.00006541982,0.0001988683,0.000109571,0.0000656837,0.00006737531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001731574,0.00008993606,0.8427742,0.0002255232,0.0002949098,0.0002106267,0.0003489738,0.01013209,0.02355199,0.004991514,0.01261835,0.1045887],"study_design_scores_gemma":[0.000009199549,0.00004895393,0.9478067,0.00005914773,0.00007833366,0.0004621591,0.0005421925,0.0112845,0.007881968,0.008775668,0.02301335,0.00003783498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9527307,0.0005666924,0.009705783,0.0004683385,0.00007383731,0.00001667898,0.01806792,0.0005476049,0.01782246],"genre_scores_gemma":[0.9831492,0.0002247495,0.004198669,0.00008232838,0.0000319242,0.00001787216,0.01009808,0.00006209715,0.002135206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007425339,"threshold_uncertainty_score":0.02484024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01981613026991635,"score_gpt":0.2078025411431588,"score_spread":0.1879864108732425,"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."}}