{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004485475,0.0003694165,0.002124412,0.0001242624,0.0001252049,0.000004465581,0.001245028,0.0002195889,0.006776575],"category_scores_gemma":[0.0001731455,0.0002183582,0.0005459283,0.0005128017,0.00112524,0.00006965388,0.0006911813,0.0007505405,0.002215132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002881191,"about_ca_system_score_gemma":0.00005822413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001898608,"about_ca_topic_score_gemma":0.0002067252,"domain_scores_codex":[0.9955197,0.001344251,0.00162946,0.0004689958,0.0006825801,0.0003550323],"domain_scores_gemma":[0.9976285,0.000342051,0.00118357,0.0007577969,0.000002042992,0.00008602755],"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":[0.000005994742,0.0004252011,0.000169214,0.0441447,0.00006008639,0.0000023043,0.0002068775,1.320655e-7,0.00001450889,0.00001975128,0.01406016,0.9408911],"study_design_scores_gemma":[0.00005116284,0.0001798329,0.0001793749,0.06864128,0.0001537207,0.00000362526,0.0000331905,3.782899e-7,0.0001110573,0.00002476835,0.9304584,0.0001631824],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002428264,0.9948567,0.000001592307,0.00005041935,0.00005494838,0.001860226,0.00005789514,0.000003737882,0.002871689],"genre_scores_gemma":[0.00005047813,0.9987975,0.0004610201,0.0002353516,0.00001149399,0.00005141789,0.00009527703,0.00001552307,0.0002819112],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9407279,"threshold_uncertainty_score":0.9985617,"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."}}