{"id":"W4390122587","doi":"10.1016/j.biocon.2023.110425","title":"Widespread degradation and limited protection of forests in global tropical dry ecosystems","year":2023,"lang":"en","type":"article","venue":"Biological Conservation","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Tropical and subtropical dry broadleaf forests; Threatened species; Biodiversity; Shrubland; Tropical and subtropical moist broadleaf forests; Ecosystem; Biome; Agroforestry; Geography; Ecoregion; Ecosystem services; Forest ecology; Tropics; Subtropics; Forest restoration; Environmental science; Ecology; Biology; Habitat","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":[0.000813836,0.0001250875,0.0001989389,0.0009150691,0.0006957455,0.001172873,0.0002937535,0.0003363177,0.001892943],"category_scores_gemma":[0.001768399,0.0001371798,0.0001360284,0.0009763383,0.002564223,0.0006685418,0.001737074,0.0004764834,0.00009246133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007707767,"about_ca_system_score_gemma":0.0008442778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01228374,"about_ca_topic_score_gemma":0.04907614,"domain_scores_codex":[0.999571,0.00007019819,0.0000356444,0.00009839359,0.00008514339,0.0001395927],"domain_scores_gemma":[0.9980497,0.0002193389,0.001129496,0.0001496525,0.0001602094,0.0002915678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003464864,0.00003909882,0.9589027,0.0003973769,0.0001373842,0.0003808624,0.002132318,0.0005180926,0.009770168,0.001802394,0.0005317184,0.02504133],"study_design_scores_gemma":[0.000003562612,0.00001701521,0.9967616,0.00002825361,0.00001515784,0.0001902528,0.001526768,0.00004980996,0.0001523858,0.0004399386,0.000812358,0.00000289609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970041,0.0009919016,0.0001112883,0.0003521343,0.000006950335,0.000004301792,0.0001500184,0.000004431219,0.001374895],"genre_scores_gemma":[0.9994796,0.0002823241,0.00003669726,0.00005537037,0.000008476329,0.000001319921,0.00004251155,8.716342e-7,0.00009276295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01228374,"threshold_uncertainty_score":0.02442449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04897544917466697,"score_gpt":0.2298684668165363,"score_spread":0.1808930176418694,"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."}}