{"id":"W1937635027","doi":"10.1111/j.1472-4642.2007.00361.x","title":"Algal communities in human‐impacted stream ecosystems suffer beta‐diversity decline","year":2007,"lang":"en","type":"article","venue":"Diversity and Distributions","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec à Montréal","funders":"New York State Department of Environmental Conservation","keywords":"Species richness; Beta diversity; Ecology; Environmental science; Biota; Periphyton; Alpha diversity; Ecosystem; Gamma diversity; Biodiversity; Algae; Species diversity; Biology","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":[0.0002118359,0.0001192821,0.0001484569,0.000538404,0.0004044038,0.000498119,0.0001125789,0.0001532273,0.0005936929],"category_scores_gemma":[0.0003629304,0.0001190529,0.0001089552,0.0005101804,0.0003368744,0.0002328559,0.0004434101,0.0001358319,0.00008795525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004007493,"about_ca_system_score_gemma":0.0002800294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01856153,"about_ca_topic_score_gemma":0.03802194,"domain_scores_codex":[0.9999051,0.00001665888,0.000008130057,0.00002527483,0.00002412123,0.000020715],"domain_scores_gemma":[0.9997391,0.00002526964,0.00008694568,0.00001575734,0.00008596297,0.00004697511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006394731,0.00003065906,0.9912322,0.00001032188,0.00002599186,0.00006725734,0.0005605459,0.0002382763,0.004552391,0.00002466459,0.00004845459,0.003145324],"study_design_scores_gemma":[5.893431e-7,0.00002710416,0.9990699,0.000001631751,0.000003502961,0.00002726607,0.0004339585,0.0001541174,0.0001860065,0.00001379316,0.00008110637,0.000001006759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999843,0.0000183237,0.00002137265,0.000003267075,1.940797e-7,9.531944e-7,0.00002077984,9.213039e-7,0.00009111472],"genre_scores_gemma":[0.9997643,0.0000219899,0.00004047247,0.000003902345,5.257835e-7,0.000001750173,0.00005450562,3.218176e-7,0.0001122138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01856153,"threshold_uncertainty_score":0.03690702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02471350411640918,"score_gpt":0.2241826900739168,"score_spread":0.1994691859575076,"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."}}