{"id":"W2157961021","doi":"10.1579/0044-7447-32.3.196","title":"Resilience of Epilithic Algal Assemblages in Atmospherically and Experimentally Acidified Boreal Lakes","year":2003,"lang":"en","type":"article","venue":"AMBIO","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Environmental science; Ecosystem; Ecology; Boreal; Ocean acidification; Dissolved organic carbon; Benthic zone; Biology; Climate change","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001842009,0.0001943914,0.0001681755,0.0003750567,0.0003997769,0.000337724,0.0001708751,0.00014773,0.0002672924],"category_scores_gemma":[0.0006283024,0.0001838689,0.0001625464,0.0002325859,0.0005465543,0.0002717149,0.000506983,0.000139997,0.00003723838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007693743,"about_ca_system_score_gemma":0.0004088511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05132129,"about_ca_topic_score_gemma":0.1422876,"domain_scores_codex":[0.9998511,0.00001833223,0.00001137433,0.00004294453,0.00002935396,0.00004697276],"domain_scores_gemma":[0.9996629,0.00002540031,0.0001660693,0.00002603422,0.0000441618,0.00007541914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009292283,0.00004829714,0.8511383,0.00003785063,0.00009659092,0.0001642606,0.001319904,0.001239106,0.1405904,0.00005415702,0.00004586207,0.004336057],"study_design_scores_gemma":[0.000001570103,0.00004933087,0.9987698,5.816655e-7,0.000004173308,0.00002177332,0.0001484623,0.0001893223,0.000768026,0.00001046773,0.00003430675,0.000002147321],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9999058,0.00001025484,0.00001845555,0.000001541251,1.321327e-7,0.000001049947,0.00002758195,7.630858e-7,0.00003447602],"genre_scores_gemma":[0.9997795,0.00001355778,0.00004227216,0.000002368319,3.306321e-7,0.000002561847,0.0001153846,5.289793e-7,0.00004333838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05132129,"threshold_uncertainty_score":0.1020452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005577961272404873,"score_gpt":0.2169735665410397,"score_spread":0.2113956052686348,"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."}}