{"id":"W2729272714","doi":"10.1093/ee/nvx106","title":"Evidence for Substrate Influence on Artificial Substrate Invertebrate Communities","year":2017,"lang":"en","type":"article","venue":"Environmental Entomology","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Wildlife Federation; University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cobble; Substrate (aquarium); Benthic zone; Invertebrate; Biology; Ecology; Habitat; Riprap; Environmental science; Geology; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003774917,0.000299429,0.0002873474,0.0000516548,0.00148727,0.000144938,0.001205262,0.0002034167,0.005379315],"category_scores_gemma":[0.00005598129,0.0003069706,0.0001195164,0.0000323727,0.002081655,0.0008248764,0.0006398306,0.0002694836,0.004672262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002531501,"about_ca_system_score_gemma":0.00001179682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002170124,"about_ca_topic_score_gemma":0.006163652,"domain_scores_codex":[0.9981682,0.000141712,0.0003040057,0.0004776599,0.0002348973,0.0006735139],"domain_scores_gemma":[0.9984964,0.0001789816,0.0002599498,0.0008869419,0.000003542689,0.0001741544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001005872,0.0005106042,0.9276755,0.0000262717,0.00008045119,0.0001478959,0.001751251,0.005616004,0.05463213,0.001955783,0.003262046,0.003336231],"study_design_scores_gemma":[0.001282365,0.001399993,0.9138924,0.00004415091,0.00006691607,0.00005511638,0.0007209386,0.005517143,0.06329603,0.01052161,0.002416888,0.0007864613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960759,0.00002640818,0.00005967922,0.000870192,0.0004106366,0.000425264,0.00007455026,0.00004489374,0.002012536],"genre_scores_gemma":[0.9967694,0.00008670542,0.0001667063,0.001638708,0.0000493128,0.0000699701,0.00005074023,0.00002359934,0.001144852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01378308,"threshold_uncertainty_score":0.9999382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07277402121041746,"score_gpt":0.2696500091121567,"score_spread":0.1968759879017392,"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."}}