{"id":"W2024222754","doi":"10.1139/a05-009","title":"Liming for the mitigation of acid rain effects in freshwaters: A review of recent results","year":2005,"lang":"en","type":"review","venue":"Environmental Reviews","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Acid rain; Aquatic ecosystem; Lime; Environmental science; Ecosystem; Freshwater ecosystem; STREAMS; Ecology; Water quality; Soil acidification; Soil water; Biology; Soil pH","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002583295,0.0002923564,0.001467438,0.00009479443,0.00004975995,0.000008248757,0.0003561309,0.0001126633,0.0002853399],"category_scores_gemma":[0.0006761333,0.0001543653,0.000498102,0.0002216534,0.0001312535,0.00007287195,0.00001704522,0.0001729269,0.00009062875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002684756,"about_ca_system_score_gemma":0.00003896018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001114986,"about_ca_topic_score_gemma":0.00003004747,"domain_scores_codex":[0.9969013,0.000898505,0.001437376,0.0003243703,0.0002392421,0.0001991514],"domain_scores_gemma":[0.9970391,0.001269634,0.001182945,0.0004521993,0.000002152645,0.00005395336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000170726,0.00002575694,0.00001180223,0.04144499,0.00001975938,5.96692e-7,0.0000340221,0.000002081817,0.000004440743,9.341014e-7,0.0007529461,0.9576856],"study_design_scores_gemma":[0.0001750782,0.0001062134,0.0002165925,0.07406563,0.000278168,0.000004724737,0.000007148621,0.00003241178,0.00002763299,0.000002937152,0.9249395,0.0001439893],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007569697,0.9947137,0.00001702052,0.0001294348,0.0001421816,0.004496687,0.0003239329,0.000003714096,0.0001657124],"genre_scores_gemma":[0.00002434312,0.9980407,0.0006768101,0.0001518033,0.00008009054,0.00007031408,0.0008618995,0.000009684512,0.00008435183],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9575416,"threshold_uncertainty_score":0.6294836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04829338561057433,"score_gpt":0.303449144185622,"score_spread":0.2551557585750476,"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."}}