{"id":"W2552250198","doi":"","title":"COMMUNITY-BASED ENVIRONMENTAL MONITORING IN STREAM ECOSYSTEMS: POINTING THE WAY TO SUSTAINABLE SALMON MANAGEMENT ON VANCOUVER ISLAND, BRITISH COLUMBIA, CANADA","year":2011,"lang":"en","type":"article","venue":"QSpace (Queen's University Library)","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ecosystem; Environmental resource management; Geography; Sustainability; Environmental monitoring; Fishery; Environmental science; Ecology; Environmental engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006299654,0.0002012988,0.0002608491,0.0007563363,0.002386534,0.001316795,0.001022586,0.0004284216,0.00307987],"category_scores_gemma":[0.00140306,0.000277908,0.0001160187,0.002069447,0.000750742,0.0004473125,0.0009373231,0.0006437193,0.0002935902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01682006,"about_ca_system_score_gemma":0.03907074,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9953283,"about_ca_topic_score_gemma":0.9994346,"domain_scores_codex":[0.9994938,0.00007301539,0.00002086312,0.00006319414,0.0001984416,0.0001507296],"domain_scores_gemma":[0.9982318,0.0001066641,0.00008466874,0.00003416398,0.001121813,0.0004208279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001762109,0.0001993468,0.8228266,0.0003284279,0.0001170198,0.0004986246,0.004991828,0.001515108,0.002892225,0.0005565858,0.02604095,0.1398572],"study_design_scores_gemma":[0.00001032952,0.00002453734,0.9852002,0.00007634585,0.00001424737,0.00003658223,0.006726074,0.0009255181,0.0001597267,0.0000677182,0.00674511,0.00001369764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980003,0.001325369,0.0005349937,0.002962179,0.00004026352,0.0001731525,0.002464266,0.00005601029,0.01244079],"genre_scores_gemma":[0.9784783,0.001247851,0.001657607,0.0003264889,0.00001065734,0.0000591839,0.001022633,0.0000209685,0.0171764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01682006,"threshold_uncertainty_score":0.1220387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004287967103372464,"score_gpt":0.1407977184790159,"score_spread":0.1365097513756434,"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."}}