{"id":"W3014631354","doi":"10.1016/j.jglr.2020.03.011","title":"Long-term trends of Lake Michigan benthos with emphasis on the southern basin","year":2020,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University at Buffalo; U.S. Geological Survey; State University of New York; National Oceanic and Atmospheric Administration; NOAA Great Lakes Environmental Research Laboratory; U.S. Environmental Protection Agency","keywords":"Dreissena; Benthic zone; Benthos; Abundance (ecology); Ecology; Biology; Mussel; Phytoplankton; Biomass (ecology); Oceanography; Fishery; Bivalvia; Mollusca; Nutrient; Geology","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":[0.0002089122,0.0001612179,0.0001456342,0.0008118473,0.0004054914,0.0004937088,0.0001979072,0.0003988072,0.001942098],"category_scores_gemma":[0.0004532512,0.0001174501,0.0001812056,0.0009599179,0.0002151832,0.0004119955,0.0004132919,0.0002353417,0.0002992153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005538962,"about_ca_system_score_gemma":0.0003578857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04221139,"about_ca_topic_score_gemma":0.1806404,"domain_scores_codex":[0.999933,0.000008848288,0.000008934029,0.0000165642,0.00001477438,0.00001790983],"domain_scores_gemma":[0.9995143,0.00004842534,0.0001670796,0.00001715884,0.0001312359,0.0001218242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001094031,0.00002110878,0.9938168,0.0000174854,0.00007763463,0.00006694847,0.0003532712,0.0001423839,0.001723624,0.00006903512,0.0004480561,0.003154204],"study_design_scores_gemma":[6.787633e-7,0.00001415185,0.9994081,0.000002774143,0.000008517915,0.00001893609,0.0001042687,0.00006709067,0.00004211994,0.000005460958,0.0003269824,8.384223e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980084,0.000226589,0.00002816295,0.0001201931,0.000005108118,0.000001697554,0.0008832125,0.00000436988,0.0007222784],"genre_scores_gemma":[0.9977703,0.0001748186,0.00004334825,0.00002652439,0.00001310453,0.000004905658,0.0008237631,0.000002326816,0.00114089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04221139,"threshold_uncertainty_score":0.08393139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06554250258502307,"score_gpt":0.3180074255065127,"score_spread":0.2524649229214896,"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."}}