{"id":"W6920214845","doi":"10.60692/6g3wh-ds361","title":"Linking land-use and land-cover transitions to their ecological impact in the Amazon","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Amazon rainforest; Biodiversity; Ecosystem; Deforestation (computer science); Ecosystem services; Forest ecology; Tropics; Ecosystem health","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":[0.0005584879,0.0001397037,0.0001510941,0.0008401509,0.0003092489,0.0006635996,0.0002190536,0.000165314,0.0008096321],"category_scores_gemma":[0.003000067,0.0001159912,0.0002220276,0.001510485,0.0004619364,0.0005162861,0.0007582888,0.0002504037,0.00004881107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000781349,"about_ca_system_score_gemma":0.0004909625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07208578,"about_ca_topic_score_gemma":0.1310213,"domain_scores_codex":[0.9996274,0.0001085028,0.00003912797,0.00007213501,0.00006776024,0.00008511879],"domain_scores_gemma":[0.99843,0.0004696468,0.0006795359,0.00008625483,0.0001772085,0.0001573554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001726583,0.0000109665,0.9965572,0.00001190865,0.0000313221,0.00003467361,0.0003686475,0.0002206144,0.000238004,0.00006594659,0.00003203447,0.002411457],"study_design_scores_gemma":[8.34109e-7,0.000006949885,0.998898,0.000005151198,0.00001017565,0.00003099852,0.0004349801,0.0004197581,0.00003888142,0.00004793939,0.0001044457,0.000001798771],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993387,0.00007721574,0.00007578779,0.00003255445,5.359055e-7,0.000004053346,0.0001777336,0.000002189855,0.0002912244],"genre_scores_gemma":[0.9997672,0.00004608194,0.00005725984,0.000005761755,6.887923e-7,0.00000253412,0.00009283931,7.945875e-7,0.00002681307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07208578,"threshold_uncertainty_score":0.1433324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03114155777058937,"score_gpt":0.1901530223373277,"score_spread":0.1590114645667384,"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."}}