{"id":"W4409349809","doi":"10.1016/j.jglr.2025.102580","title":"From stream to surf zone: Differences in the composition and succession of Lake Superior macroinvertebrate communities","year":2025,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation Graduate Research Fellowship Program; National Science Foundation","keywords":"Ecological succession; Composition (language); Environmental science; Hydrology (agriculture); Surf zone; Ecology; Geology; Oceanography; Biology; Geotechnical engineering","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":[0.0002090933,0.0001438198,0.0001901579,0.0005541058,0.0003641687,0.0006031047,0.0001262459,0.0002164627,0.001502827],"category_scores_gemma":[0.0005761943,0.0001597524,0.0001425478,0.0004815485,0.0003155756,0.0003910271,0.0007121748,0.0001314769,0.0001921438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003722134,"about_ca_system_score_gemma":0.0004013781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01978353,"about_ca_topic_score_gemma":0.07751038,"domain_scores_codex":[0.9998697,0.00002038237,0.00001204934,0.00003687823,0.00002953087,0.00003146814],"domain_scores_gemma":[0.999711,0.0000321655,0.00008585544,0.00001260211,0.00006060563,0.00009775607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001856133,0.00002663776,0.9798576,0.00002785162,0.00004180107,0.0001242214,0.002205255,0.0000756887,0.01230946,0.00004312427,0.0002134003,0.004889362],"study_design_scores_gemma":[0.000001664751,0.00003683037,0.9992535,0.000003224934,0.000004634812,0.00002189356,0.0004029269,0.000068504,0.00009281788,0.00001095276,0.000101326,0.000001612931],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997521,0.00002327737,0.00001385619,0.000006726008,4.949824e-7,0.000001193695,0.00005505265,0.000002208162,0.0001451673],"genre_scores_gemma":[0.9993446,0.0000397337,0.00004846887,0.00002031787,0.000001868405,0.000004451345,0.0002468264,0.000001686367,0.0002918729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01978353,"threshold_uncertainty_score":0.03933674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03755115276000021,"score_gpt":0.2921260807178021,"score_spread":0.2545749279578018,"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."}}