{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005673868,0.0003099975,0.000353225,0.0005469944,0.0005242854,0.001277099,0.0004512536,0.0003459962,0.001445637],"category_scores_gemma":[0.002048327,0.0003491858,0.0002541845,0.000663458,0.0005947792,0.0003630001,0.0008355977,0.0001941635,0.0002776257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000613893,"about_ca_system_score_gemma":0.0004738947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009430934,"about_ca_topic_score_gemma":0.04920308,"domain_scores_codex":[0.9991334,0.0002533821,0.00008900927,0.000225116,0.0001839521,0.0001152455],"domain_scores_gemma":[0.9971274,0.000548882,0.001165668,0.0003225981,0.000543238,0.0002921823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002732953,0.00003910687,0.963392,0.00007210828,0.0001087171,0.0001804011,0.0002038382,0.0001132562,0.03153806,0.00003042505,0.00007059458,0.003978115],"study_design_scores_gemma":[0.000001753305,0.00008769439,0.9988098,0.000004429087,0.00001518384,0.00005890639,0.0001265309,0.0000917201,0.0007001471,0.000006860774,0.00009457603,0.000002299036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990702,0.0001027636,0.0001555968,0.000008774447,0.000003906559,0.000004628198,0.0001039489,0.000003807248,0.00054637],"genre_scores_gemma":[0.9989793,0.00009312521,0.000379058,0.00002677549,0.000002796535,0.00001025539,0.000257567,0.000003324155,0.0002478217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009430934,"threshold_uncertainty_score":0.0187521,"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."}}