{"id":"W4416268829","doi":"10.1007/s10661-025-14767-z","title":"UAV-supported mangrove restoration: nature-based solutions for controlling vector-borne disease incidence","year":2025,"lang":"en","type":"article","venue":"Environmental Monitoring and Assessment","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Mangrove; Wildlife; Sustainability; Habitat; Restoration ecology; Mangrove ecosystem; Safeguarding; Ecosystem","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001665477,0.000191814,0.0002431343,0.00007440904,0.0003584313,0.00005993341,0.00006880024,0.00008752065,0.00003143983],"category_scores_gemma":[0.00003727213,0.0001835546,0.0001312194,0.00006627604,0.00006740572,0.00009390887,0.0000510664,0.0002338716,0.000002357702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002939019,"about_ca_system_score_gemma":0.0001635893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001187994,"about_ca_topic_score_gemma":6.76458e-7,"domain_scores_codex":[0.9987426,0.00003452759,0.0002529331,0.0003931193,0.0002592761,0.0003174878],"domain_scores_gemma":[0.9992537,0.0001192824,0.00008004902,0.0002885234,0.00001718317,0.0002412384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003475193,0.002743548,0.8103197,0.0007776691,0.0008181445,0.0001973665,0.00009087838,0.00142317,0.1259525,0.01575476,0.001689528,0.0367576],"study_design_scores_gemma":[0.004047023,0.0002167009,0.9751977,0.000274037,0.0005365186,0.000001199028,0.0002485727,0.01245539,0.001783909,0.0001628496,0.00488311,0.0001929874],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9557879,0.009559425,0.01811002,0.01199581,0.001645112,0.002150718,0.0002117455,0.0001341343,0.0004051242],"genre_scores_gemma":[0.9966308,0.0001125863,0.001344821,0.0003076785,0.0003950292,0.0004498451,0.0001364752,0.00001783883,0.0006048828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1648781,"threshold_uncertainty_score":0.7485138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01119203581512309,"score_gpt":0.3045542729610447,"score_spread":0.2933622371459216,"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."}}