{"id":"W2155547699","doi":"10.1139/a09-001","title":"A review of research on the development of lake indices of biotic integrity","year":2009,"lang":"en","type":"review","venue":"Environmental Reviews","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Index of biological integrity; Biological integrity; Biota; Environmental science; Environmental resource management; Aquatic ecosystem; Resource (disambiguation); Ecology; Eutrophication; Ecosystem health; Ecosystem; Environmental planning; Habitat; Ecosystem services; Computer science; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001573407,0.001263966,0.002193409,0.005502861,0.0003285031,0.001295944,0.001304822,0.00116736,0.005126683],"category_scores_gemma":[0.002989406,0.0004844802,0.0007883369,0.009123348,0.0005311739,0.002191246,0.0006061936,0.001157156,0.002647865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000975369,"about_ca_system_score_gemma":0.002931991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002931479,"about_ca_topic_score_gemma":0.005676708,"domain_scores_codex":[0.9993456,0.0001357103,0.0001438274,0.0001167292,0.0002256809,0.00003255377],"domain_scores_gemma":[0.9978724,0.001176241,0.0002799274,0.00005042758,0.0005347399,0.00008641985],"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":[0.00004223737,0.00005194022,0.0002427681,0.05769067,0.0001275519,0.0001350362,0.00008592463,0.0003415108,0.001178051,0.002459494,0.0264643,0.9111806],"study_design_scores_gemma":[0.00001860105,0.0001489509,0.002635664,0.02816211,0.0003193403,0.001105457,0.0001308106,0.000102152,0.000581547,0.001744613,0.965014,0.00003673032],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008568206,0.998604,0.0001712467,0.0001612873,0.0001151822,0.000006459481,0.00003428134,0.000006386832,0.0008154056],"genre_scores_gemma":[0.000369556,0.9988532,0.000404227,0.00008007026,0.00004789314,0.000007741815,0.00003514348,0.000001271486,0.0002009422],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005502861,"threshold_uncertainty_score":0.01715046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1835743645221689,"score_gpt":0.3706592382534643,"score_spread":0.1870848737312954,"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."}}