{"id":"W7064835681","doi":"","title":"Community Mangrove Management in Pred Nai Village, Thailand","year":2007,"lang":"en","type":"other","venue":"USC Research Bank (University of the Sunshine Coast)","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Mangrove; Logging; Forest management; Hectare; Community forestry; Rural community","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001909078,0.0002444751,0.0001024482,0.0004849288,0.00384757,0.001104765,0.0005005939,0.0003874829,0.003212284],"category_scores_gemma":[0.0004018088,0.0001411789,0.00008695102,0.001003692,0.0012379,0.0005815643,0.001545435,0.0003362513,0.0001648918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001356535,"about_ca_system_score_gemma":0.001734876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02426382,"about_ca_topic_score_gemma":0.09031926,"domain_scores_codex":[0.9997501,0.00007742299,0.00001102198,0.00002460736,0.00004094343,0.00009587956],"domain_scores_gemma":[0.9995275,0.00006503527,0.0001173575,0.00002030771,0.00004116041,0.0002287914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002807821,0.000711515,0.3823037,0.001195341,0.00007061705,0.210175,0.2518948,0.003087602,0.01106506,0.00996039,0.007171568,0.1220836],"study_design_scores_gemma":[0.00003413548,0.0004637975,0.2901083,0.0004697381,0.00003166483,0.05430338,0.5862607,0.00200996,0.001912171,0.001363654,0.06298435,0.00005824693],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9791272,0.000316748,0.000263363,0.0002338085,0.000007259041,0.00006949953,0.0000576251,0.00001162531,0.01991285],"genre_scores_gemma":[0.9959156,0.0002642775,0.0002216563,0.00002806629,0.000002942224,0.00002668897,0.00003613157,0.000003187996,0.003501521],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02426382,"threshold_uncertainty_score":0.04824519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02952377668646963,"score_gpt":0.3010674796615067,"score_spread":0.271543702975037,"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."}}