{"id":"W2981939107","doi":"10.3390/f10110946","title":"Examining the Sustainability of Tropical Island Forests: Advances and Challenges in Measurement, Monitoring, and Reporting in the U.S. Caribbean and Pacific","year":2019,"lang":"en","type":"article","venue":"Forests","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Brandeis University","keywords":"Geography; Sustainability; Threatened species; Ecosystem services; Mainland; Endemism; Ecology; Biodiversity; Small Island Developing States; Agroforestry; Ecosystem; Environmental resource management; Climate change; Habitat; Environmental science","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":[],"consensus_categories":[],"category_scores_codex":[0.0009909497,0.00006616148,0.0001013896,0.00002494648,0.00007363554,0.00002045834,0.0000838583,0.00002497251,0.000004010445],"category_scores_gemma":[0.0001828429,0.00003928291,0.00000944984,0.00007379598,0.0001760748,0.00008620216,0.0001633929,0.00007029562,2.726064e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005155712,"about_ca_system_score_gemma":0.00000428566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004452791,"about_ca_topic_score_gemma":0.01702025,"domain_scores_codex":[0.9991834,0.00007509773,0.0002115028,0.0001961747,0.0002091362,0.0001247363],"domain_scores_gemma":[0.9996043,0.00007411705,0.0001435702,0.0001514575,0.000009093703,0.00001739265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001056315,0.00001474586,0.9871089,0.00008674352,0.000002306564,0.000003253923,0.004622708,0.00004354815,0.000005191353,0.00001803623,0.000004514718,0.008079453],"study_design_scores_gemma":[0.0002208758,0.00005753437,0.977715,0.0000241645,0.000004958205,0.000002250887,0.01865427,0.000102935,0.000004964623,0.0006093772,0.002557163,0.00004649484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959235,0.002083347,0.000002691966,0.001008138,0.00002392707,0.0003127229,5.708143e-7,0.000003175024,0.0006419658],"genre_scores_gemma":[0.9991999,0.0007468461,0.00001240104,0.000004987358,0.000009308761,0.000007160856,2.580742e-7,0.000001939974,0.00001717418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01657498,"threshold_uncertainty_score":0.9497701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06291689139997488,"score_gpt":0.2481112150140901,"score_spread":0.1851943236141153,"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."}}