{"id":"W2039104568","doi":"10.1139/a07-010","title":"Taxonomic sufficiency: The influence of taxonomic resolution on freshwater bioassessments using benthic macroinvertebrates","year":2008,"lang":"en","type":"article","venue":"Environmental Reviews","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":289,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Taxonomic rank; Ecology; Taxonomy (biology); Benthic zone; Taxon; Biology; Biological classification","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.1644269,0.000851984,0.001587529,0.004788565,0.001676341,0.00374371,0.002433669,0.001945908,0.001032623],"category_scores_gemma":[0.3352086,0.0006989427,0.001237514,0.005036283,0.003121156,0.006345166,0.005411435,0.00178385,0.0004900021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001714079,"about_ca_system_score_gemma":0.001565646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002571976,"about_ca_topic_score_gemma":0.004740696,"domain_scores_codex":[0.8606933,0.09349455,0.0157331,0.007470124,0.02125141,0.001357543],"domain_scores_gemma":[0.4974875,0.4034099,0.04108987,0.02816275,0.02767626,0.002173787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001795948,0.0001596097,0.4675151,0.003901658,0.002150449,0.0007709714,0.004627637,0.0232118,0.01126547,0.01499424,0.006356391,0.4632506],"study_design_scores_gemma":[0.0003054519,0.002046139,0.6874533,0.006600291,0.001477129,0.005600648,0.005734713,0.1052336,0.02208859,0.1321837,0.03074061,0.0005359002],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.5209851,0.0271685,0.4183763,0.01177149,0.0005266638,0.0008182132,0.00163011,0.0007141978,0.01800945],"genre_scores_gemma":[0.8413027,0.002555058,0.1514808,0.002185633,0.0003091228,0.0002890438,0.0009864892,0.0002023875,0.0006888414],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1644269,"threshold_uncertainty_score":0.8695829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03343698703437307,"score_gpt":0.2229966694162708,"score_spread":0.1895596823818977,"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."}}