{"id":"W4323539462","doi":"10.1139/er-2022-0114","title":"Glacial stream ecosystems and epilithic algal communities under a warming climate","year":2023,"lang":"en","type":"article","venue":"Environmental Reviews","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Ecosystem; Meltwater; Diatom; Biodiversity; Glacier; Ecology; Environmental science; Climate change; STREAMS; Abiotic component; Global warming; Aquatic ecosystem; Regime shift; Glacial period; Physical geography; Geography; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003412383,0.0003376221,0.000289181,0.0006651322,0.0001902803,0.00069459,0.0002450214,0.0004689874,0.0009957331],"category_scores_gemma":[0.0002932283,0.00009487988,0.000167842,0.0008328223,0.0003845761,0.0004175816,0.0003377963,0.0004301604,0.0002750147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000395903,"about_ca_system_score_gemma":0.0005532944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0034979,"about_ca_topic_score_gemma":0.007729618,"domain_scores_codex":[0.9998568,0.00003815688,0.00001135967,0.000029116,0.00003978502,0.00002468944],"domain_scores_gemma":[0.999845,0.00003675145,0.0000496389,0.000004690603,0.00004225824,0.00002162403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00008253854,0.0000482973,0.008543117,0.007008255,0.0002074943,0.0002376975,0.0006495889,0.001346149,0.00550164,0.009835497,0.01543722,0.9511025],"study_design_scores_gemma":[0.00001224227,0.0003537491,0.1018517,0.004256404,0.0002303791,0.00098303,0.0009764308,0.000456981,0.00155853,0.006395649,0.8828939,0.00003100082],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00774258,0.9886516,0.0001746396,0.0008022237,0.0001165336,0.000002331089,0.00002994195,0.000008006498,0.002472077],"genre_scores_gemma":[0.0379963,0.9593433,0.000285476,0.0002277763,0.0002369226,0.000004966582,0.00004706691,0.000002568378,0.001855651],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0034979,"threshold_uncertainty_score":0.006955087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02619316076227034,"score_gpt":0.2260541538652825,"score_spread":0.1998609931030122,"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."}}