{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00147244,0.001002716,0.0007324315,0.002072775,0.002905374,0.004257559,0.001709913,0.001771309,0.554999],"category_scores_gemma":[0.007683334,0.0003241072,0.0006403737,0.001915979,0.0008529673,0.003441476,0.002935003,0.002864003,0.3786367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00216341,"about_ca_system_score_gemma":0.002941744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003979954,"about_ca_topic_score_gemma":0.004429082,"domain_scores_codex":[0.9987732,0.0001810556,0.00009187213,0.0002632368,0.0005477318,0.000142919],"domain_scores_gemma":[0.9969421,0.0004458785,0.0001233247,0.0003450661,0.001625045,0.0005184712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004645992,0.00002603462,0.0002033315,0.0001512685,0.000003285025,0.00009127137,0.0002271678,0.00006410533,0.0001957978,0.009872563,0.9358529,0.05326584],"study_design_scores_gemma":[0.000003019487,0.00001185696,0.0002532903,0.00007442397,0.000001050268,0.00006087738,0.0001075846,0.00001918073,0.00005362628,0.001387071,0.9980251,0.000003063646],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001954612,0.006427862,0.004591957,0.0185068,0.05968451,0.0004719089,0.01063302,0.001287923,0.8964415],"genre_scores_gemma":[0.008280581,0.003841731,0.002196163,0.004508749,0.00785185,0.0002744807,0.01029958,0.0006924017,0.9620546],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.554999,"threshold_uncertainty_score":0,"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."}}