{"id":"W2054126525","doi":"10.1111/j.1365-2427.2008.01986.x","title":"Diversity and functions of leaf‐decaying fungi in human‐altered streams","year":2008,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Species richness; Decomposer; Plant litter; Biology; Riparian zone; Spore; Biomass (ecology); Hyphomycetes; Mycelium; Species diversity; Eutrophication; Ecology; Pollution; Botany; Environmental science; Ecosystem; Nutrient; Habitat","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001017024,0.0001073897,0.0001949857,0.00007997586,0.0007422325,0.000002004555,0.000183634,0.0001223838,0.002642695],"category_scores_gemma":[0.000006945928,0.00009815441,0.00003591211,0.0001054947,0.0006632472,0.0001223577,0.001826171,0.0001122211,0.0001308474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005370002,"about_ca_system_score_gemma":0.000003380212,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006994027,"about_ca_topic_score_gemma":0.02007805,"domain_scores_codex":[0.9991303,0.00007492102,0.0001642451,0.0002876415,0.00005593648,0.0002869765],"domain_scores_gemma":[0.9997067,0.00002555709,0.00005028403,0.0001509,0.000005682831,0.00006088263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002747288,0.00006115969,0.9692279,0.000004782101,0.00001110272,0.00001835794,0.001747925,0.00008011648,0.02628894,0.00006580538,0.002245204,0.0002212904],"study_design_scores_gemma":[0.001572063,0.0005246527,0.9702445,0.000006998668,0.00002027222,0.00005663174,0.000305577,0.0006906955,0.01307746,0.00184919,0.01133542,0.0003164809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981246,0.00003622029,0.00005258941,0.00007677117,0.0001559506,0.00008975968,0.00005126533,0.00001948541,0.001393369],"genre_scores_gemma":[0.9988596,0.00002931495,0.0001472246,0.0001509099,0.00001832279,0.000002560766,0.00003909552,0.000004219474,0.0007486918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01321148,"threshold_uncertainty_score":0.9996185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02735283392283838,"score_gpt":0.2098752948472884,"score_spread":0.18252246092445,"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."}}