{"id":"W4386457490","doi":"10.22543/0090-0222.2439","title":"The Caddisflies (Trichoptera) of Drummond Island, Michigan, With an Assessment of Lake Assemblage Biomass","year":2023,"lang":"en","type":"article","venue":"The Great Lakes Entomologist","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Forest Service; Michigan Department of Natural Resources; U.S. Department of Agriculture","keywords":"Caddisfly; Ecology; Habitat; Species richness; Ordination; Biomass (ecology); STREAMS; Invertebrate; Hydrobiology; Biology; Geography; Larva; Aquatic environment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005625545,0.000149732,0.0002079367,0.00004686068,0.0003356517,0.00003461162,0.0007024501,0.00006743293,0.000618804],"category_scores_gemma":[0.00001646584,0.00007602734,0.0000591999,0.0004523775,0.001425243,0.0001336471,0.0003320211,0.0001098016,0.0001130563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002765338,"about_ca_system_score_gemma":0.00001454186,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001031043,"about_ca_topic_score_gemma":0.170643,"domain_scores_codex":[0.998723,0.0001810814,0.0002102881,0.0002402959,0.0002983801,0.0003469543],"domain_scores_gemma":[0.9991138,0.0001878618,0.0001607287,0.0004694232,0.00001605359,0.00005213606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002063727,0.0001439258,0.9810363,0.00003179228,0.0001371474,0.00008691227,0.002118631,0.002222973,0.005606729,0.0008825834,0.0067113,0.0008153421],"study_design_scores_gemma":[0.001332819,0.001739444,0.9540606,0.00002181627,0.0001522565,0.00005292916,0.003493337,0.006821816,0.01839851,0.002095406,0.01141417,0.0004169735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918933,0.00001634099,0.00005697754,0.0006923912,0.0001149156,0.0002069284,0.0001234331,0.00004465548,0.00685106],"genre_scores_gemma":[0.9968163,0.00004474158,0.0001104507,0.0000779188,0.00001322288,0.00001306517,0.0000609315,0.000009133983,0.002854171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.169612,"threshold_uncertainty_score":0.8444906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01574041312006305,"score_gpt":0.2570910045711912,"score_spread":0.2413505914511281,"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."}}