{"id":"W2013386093","doi":"10.1080/14634980903361580","title":"Protecting and managing the Arabian Gulf: Past, present and future","year":2009,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Natural Resources and Economic Development","field":"Economics, Econometrics and Finance","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"Fisheries and Oceans Canada","keywords":"Threatened species; Marine ecosystem; Ecosystem; Sustainability; Environmental resource management; Marine conservation; Ecosystem health; Biodiversity; Natural resource; Environmental protection; Geography; Environmental planning; Fishery; Ecosystem services; Habitat; Environmental science; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001829118,0.0001960483,0.0003972044,0.0001569492,0.0004918958,0.0001915607,0.0001953089,0.00004474202,0.0000297822],"category_scores_gemma":[0.000005646877,0.0001641373,0.00004422313,0.0001426579,0.00001467315,0.0001220662,0.0001185368,0.0001834662,0.0000809217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001936394,"about_ca_system_score_gemma":0.0000078671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001552542,"about_ca_topic_score_gemma":0.00006239724,"domain_scores_codex":[0.998127,0.00004755267,0.0007986996,0.0004984443,0.00005815933,0.0004700739],"domain_scores_gemma":[0.9990067,0.00004781782,0.0004572148,0.0003363719,0.000005956257,0.0001458986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002150218,0.00005460254,0.006670419,0.001114251,0.0001729944,0.00001134125,0.003429739,0.0000697116,1.831614e-7,0.1035246,0.006944408,0.8779863],"study_design_scores_gemma":[0.0008434313,0.0001471927,0.07921169,0.0002012665,0.00001158208,0.00002143478,0.003101218,0.01724472,7.985259e-7,0.032606,0.8662217,0.0003889999],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4183407,0.04305544,0.003871057,0.4635304,0.001666654,0.007887517,0.0000295424,0.0002032455,0.06141545],"genre_scores_gemma":[0.9921754,0.001999091,0.001370293,0.002631756,0.0006464797,0.00009898063,0.000004336756,0.00001885343,0.001054832],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8775973,"threshold_uncertainty_score":0.6693324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01894916869384115,"score_gpt":0.2231718272167816,"score_spread":0.2042226585229404,"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."}}