{"id":"W2126426960","doi":"10.5539/enrr.v3n1p24","title":"Increasing Public Participation through Awareness Raising Activities: A Case Study in Trao Reef Marine Reserve, Vietnam","year":2012,"lang":"en","type":"article","venue":"Environment and Natural Resources Research","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Livelihood; Stakeholder; Business; Stakeholder engagement; Environmental resource management; Environmental planning; Natural resource management; Community participation; Local community; Natural resource; Process (computing); Political science; Geography; Public relations; Socioeconomics; Agriculture","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002777465,0.0002094426,0.0002652315,0.0001354311,0.0007613293,0.0001147489,0.0001857853,0.0000709206,0.0005056842],"category_scores_gemma":[0.0002347328,0.0001681148,0.00004060316,0.0004382506,0.0003254182,0.000971428,0.001876982,0.0005343745,0.00004558332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000400165,"about_ca_system_score_gemma":0.000006206045,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01312915,"about_ca_topic_score_gemma":0.006738177,"domain_scores_codex":[0.9965284,0.000931446,0.0003260489,0.0004538282,0.0008523978,0.0009079095],"domain_scores_gemma":[0.9989523,0.0004961221,0.00006862577,0.0002963855,0.000006250613,0.0001802672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001154726,0.0004108815,0.9657237,0.00002017582,0.00001681524,0.0001484989,0.00800907,0.000007620161,0.0005606888,0.000007342076,0.00007218711,0.02490755],"study_design_scores_gemma":[0.0007396457,0.0002222928,0.9729133,0.00002126132,0.00001068533,0.0001496149,0.01210738,0.0004210615,0.0000741258,0.00007984557,0.01301767,0.0002430912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956375,0.0007314023,0.000003615645,0.000336024,0.00006718826,0.0007032718,0.000001722939,0.00002351535,0.00249574],"genre_scores_gemma":[0.9982849,0.0002083048,0.00008233004,0.00001614093,0.0001180583,0.0001524033,0.000005245361,0.00001960249,0.001112994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02466446,"threshold_uncertainty_score":0.9934425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1002865425504887,"score_gpt":0.3602489827493154,"score_spread":0.2599624401988266,"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."}}