{"id":"W966041228","doi":"10.1007/978-4-431-68436-7_2","title":"Perspectives on Environmental Monitoring","year":2003,"lang":"en","type":"book-chapter","venue":"","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Center for Northern Studies; Université du Québec à Trois-Rivières; Environment and Climate Change Canada","funders":"","keywords":"Water quality; Data quality; Quality (philosophy); Scale (ratio); Environmental resource management; Business; Environmental planning; Monitoring and evaluation; Environmental science; Geography; Cartography; Service (business); Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.005084866,0.000919466,0.0006956437,0.001728679,0.00108962,0.004771718,0.0017488,0.005243545,0.01618503],"category_scores_gemma":[0.006006433,0.0003587288,0.0004158478,0.002071228,0.006163259,0.01185048,0.002553181,0.004727867,0.002741716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002672555,"about_ca_system_score_gemma":0.002196206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005972438,"about_ca_topic_score_gemma":0.008632626,"domain_scores_codex":[0.997622,0.001108064,0.00006461939,0.0003226154,0.0007614496,0.0001213025],"domain_scores_gemma":[0.9968199,0.001754881,0.0001206161,0.0003772535,0.0007228041,0.0002045536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001167966,0.00002481528,0.0001516477,0.0001668879,0.000005699736,0.00004877882,0.0003715003,0.0004228456,0.0002233422,0.6518831,0.1675515,0.1791381],"study_design_scores_gemma":[0.000002812316,0.000008958411,0.0002258426,0.0002339608,0.000003461528,0.00007477459,0.0001798707,0.0002899937,0.00007796058,0.1749543,0.8239418,0.000006362153],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.001041536,0.1384156,0.02481649,0.2346408,0.01373368,0.00003781312,0.0001973504,0.0002114099,0.5869052],"genre_scores_gemma":[0.07221626,0.27323,0.02876614,0.1282294,0.02665669,0.0002603154,0.0004659275,0.0003230482,0.4698522],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01618503,"threshold_uncertainty_score":0.05414438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009954078821786125,"score_gpt":0.1966224443246953,"score_spread":0.1866683655029092,"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."}}