{"id":"W4411629165","doi":"10.1007/s12231-025-09640-6","title":"Community-Based Mangrove Management in Sucre, Colombia: Stakeholder Perceptions, Land Cover Trends, and Challenges","year":2025,"lang":"en","type":"article","venue":"Ethnobotany and Economic Botany","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mangrove; Geography; Stakeholder; Land cover; Agroforestry; Plant ecology; Environmental resource management; Cover (algebra); Environmental planning; Land use; Forestry; Environmental science; Environmental protection; Ecology; Political science; Biology; Engineering","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":[0.0004039233,0.000156903,0.0001305154,0.0005054513,0.001085866,0.0007855477,0.0002620711,0.0002388057,0.00134404],"category_scores_gemma":[0.0009077396,0.00007142719,0.00006848044,0.0005391953,0.0004896928,0.000498626,0.0006688582,0.0002493264,0.00006019643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001834012,"about_ca_system_score_gemma":0.001521169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.141925,"about_ca_topic_score_gemma":0.4325578,"domain_scores_codex":[0.9997435,0.00008208981,0.00001051594,0.00003135487,0.00003559765,0.00009688782],"domain_scores_gemma":[0.9993902,0.0001260647,0.0001317376,0.0000130776,0.0001099623,0.000228812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001360866,0.0002655791,0.8768852,0.0003015223,0.00003788002,0.001003405,0.0582053,0.0001520518,0.00354757,0.0008911383,0.00162273,0.05695149],"study_design_scores_gemma":[0.000003919223,0.00006072971,0.8633295,0.0000892915,0.00001036285,0.0001515854,0.1310863,0.0002852215,0.0001632339,0.0001234728,0.004686223,0.00001024209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975927,0.0002336264,0.00004058804,0.0003277162,0.000005192574,0.00001128256,0.00005488965,0.000001679378,0.001732273],"genre_scores_gemma":[0.9994561,0.0001463011,0.00006205366,0.00002102285,0.000002237423,0.000004839461,0.00002566007,5.505461e-7,0.0002811294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.141925,"threshold_uncertainty_score":0.2821978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02699127443536951,"score_gpt":0.2358477413969434,"score_spread":0.2088564669615739,"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."}}