{"id":"W2996235005","doi":"10.1021/acs.est.9b04872","title":"Five Aluminum Seasonality Regimes Identified in Chronically Acidified Rivers of Nova Scotia","year":2019,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nova scotia; Seasonality; Nova (rocket); Environmental science; Geography; Hydrology (agriculture); Geology; Ecology; Archaeology; Engineering; Biology; Geotechnical engineering; Aeronautics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001382863,0.0003302803,0.0004675821,0.0002910601,0.000112488,0.00002032824,0.001766334,0.0002795557,0.008700546],"category_scores_gemma":[0.0001106623,0.0003308535,0.0001076896,0.00154817,0.007262261,0.0006439823,0.001877474,0.0004497749,0.005061834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001809526,"about_ca_system_score_gemma":0.00005435972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005180506,"about_ca_topic_score_gemma":0.0001920143,"domain_scores_codex":[0.9957733,0.00009177318,0.0006351917,0.001281143,0.00125259,0.0009660209],"domain_scores_gemma":[0.9982178,0.00006453907,0.0002934946,0.001235525,0.000002924605,0.0001856707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002132772,0.0002778885,0.4348434,0.000006171778,0.000007049343,0.00001330996,0.0001850591,0.001337148,0.5595424,0.000218557,0.00007384114,0.003473883],"study_design_scores_gemma":[0.000835226,0.0002308748,0.6996305,0.00002984649,0.00001327298,0.00002316668,0.0006439696,0.0004234925,0.2948344,0.0009636291,0.001966631,0.0004049554],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923388,0.0000839866,0.00007896147,0.000454487,0.0003026984,0.0007158847,0.00001531127,0.00006105054,0.005948797],"genre_scores_gemma":[0.9964882,0.00005099803,0.002212932,0.0001176078,0.0000101066,0.00001590367,0.000005539565,0.00002356136,0.001075117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.264787,"threshold_uncertainty_score":0.9999143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007472928769063321,"score_gpt":0.2364645627690868,"score_spread":0.2289916340000234,"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."}}