{"id":"W2002039567","doi":"10.1080/14634980903140364","title":"Assessment of some marine ecosystems using sustainable utilization indicators in Hai Phong—Quang Ninh coastal area, Vietnam","year":2009,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Coral reef; Mangrove; Ecosystem; Environmental science; Marine ecosystem; Mangrove ecosystem; Bay; Marine protected area; Protected area; Reef; Geography; Oceanography; Fishery; Environmental resource management; Ecology; Geology; Habitat","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002062902,0.0003612496,0.0006604677,0.0006813658,0.0002193458,0.00006525697,0.0004211625,0.00006416634,0.000503348],"category_scores_gemma":[0.00001603442,0.0003587822,0.0001043103,0.00146384,0.0000347528,0.0004365588,0.001890957,0.0001547256,0.00004474122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001852709,"about_ca_system_score_gemma":0.00007031584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005402975,"about_ca_topic_score_gemma":0.00921544,"domain_scores_codex":[0.9958478,0.0002690553,0.001394115,0.0006796432,0.0008843482,0.0009250168],"domain_scores_gemma":[0.9983116,0.00003882503,0.0007701691,0.0006328014,0.00001402649,0.0002325978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00009478886,0.002985294,0.3992112,0.008254027,0.0002253096,0.000355378,0.001129356,0.04525534,0.00009940161,0.08782669,0.005021567,0.4495416],"study_design_scores_gemma":[0.004133298,0.0011615,0.4858998,0.001162889,0.0001456461,0.0000170341,0.007946587,0.4649295,0.00005388938,0.009343133,0.02402721,0.001179493],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8706439,0.0001355499,0.01851947,0.001789817,0.0005248776,0.00724562,0.00002124451,0.0001735815,0.1009459],"genre_scores_gemma":[0.9956349,0.0001331327,0.001662964,0.0004094039,0.00003127589,0.000102868,0.00006933702,0.0000279498,0.001928195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4483621,"threshold_uncertainty_score":0.9998864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0181510241921736,"score_gpt":0.2823303547783659,"score_spread":0.2641793305861923,"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."}}