{"id":"W4240159166","doi":"10.1080/14634980500412638","title":"Preface","year":2005,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Sustainability; Legislation; Environmental planning; Environmental resource management; Agency (philosophy); Scale (ratio); Sustainable development; Ecosystem health; Political science; Ecosystem services; Ecology; Geography; Ecosystem; Environmental science; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007678519,0.0001935647,0.0002246814,0.00005901909,0.0001888933,0.0000422618,0.0003385929,0.00002193773,0.002415874],"category_scores_gemma":[0.000005017589,0.0001759729,0.00006210998,0.0002543826,0.00001919524,0.0001706547,0.002023529,0.00007381348,0.01066138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006694827,"about_ca_system_score_gemma":0.000007487565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007239769,"about_ca_topic_score_gemma":0.005807307,"domain_scores_codex":[0.9979162,0.00008997657,0.00050655,0.0004542016,0.0004814005,0.0005517145],"domain_scores_gemma":[0.9990606,0.00002156555,0.0001696258,0.0005320967,0.000002415877,0.0002137525],"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":[0.000007124219,0.0001564167,0.001036732,0.0002883397,0.00003316386,0.000007719837,0.0002273035,0.001989699,0.000002155505,0.004296236,0.08256831,0.9093868],"study_design_scores_gemma":[0.0005275045,0.00009568399,0.00884545,0.00006624222,0.00002106433,0.000003877312,0.000253678,0.01220794,0.000008615913,0.001328027,0.9763961,0.0002458168],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04318307,0.0001950948,0.01331977,0.0305681,0.0005160109,0.003520657,0.000006582316,0.0003909853,0.9082997],"genre_scores_gemma":[0.9668369,0.0001180187,0.005468293,0.003070599,0.00007810619,0.0001685294,0.000008770361,0.00002200778,0.02422882],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9236538,"threshold_uncertainty_score":0.9984961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009161940162137068,"score_gpt":0.2352405776782274,"score_spread":0.2260786375160903,"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."}}