{"id":"W4200572994","doi":"10.1111/cobi.13841","title":"Practical implementation of cumulative‐effects management of marine ecosystems in western North America","year":2021,"lang":"en","type":"article","venue":"Conservation Biology","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Fisheries and Oceans Canada","funders":"","keywords":"Environmental resource management; Resilience (materials science); Terminology; Structuring; Adaptive management; Indigenous; Ecosystem-based management; Environmental planning; Psychological resilience; Ecosystem; Geography; Business; Ecology; Environmental science","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":[0.02075554,0.0005074575,0.0002835039,0.002252064,0.006528277,0.004214942,0.003260318,0.001333364,0.002495381],"category_scores_gemma":[0.01905355,0.0003564295,0.00042533,0.001887098,0.00274569,0.00260997,0.007375723,0.001157214,0.0001173404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01862236,"about_ca_system_score_gemma":0.03914991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2821019,"about_ca_topic_score_gemma":0.5191357,"domain_scores_codex":[0.9930596,0.003889571,0.0004675015,0.0008102209,0.001061435,0.0007116537],"domain_scores_gemma":[0.983474,0.005276322,0.001371052,0.002036236,0.00657161,0.00127087],"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":[0.0002180947,0.001198251,0.1419261,0.001864112,0.0003239588,0.00257414,0.06583947,0.04536942,0.008065765,0.05853967,0.0199859,0.6540951],"study_design_scores_gemma":[0.0002084716,0.001515897,0.2636678,0.006965983,0.0004607359,0.0005875091,0.2063573,0.05877223,0.01034311,0.07509814,0.375691,0.0003318132],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7662471,0.003591608,0.06973093,0.03503034,0.0002593485,0.005396493,0.0006355222,0.0007252744,0.1183834],"genre_scores_gemma":[0.9027151,0.001083087,0.08943994,0.001226726,0.00002403078,0.001370996,0.0002156746,0.00002656183,0.003897814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2821019,"threshold_uncertainty_score":0.5609198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0223587966238044,"score_gpt":0.3080073721889861,"score_spread":0.2856485755651816,"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."}}