{"id":"W3214010051","doi":"10.3390/w13223151","title":"Anthropogenic and Climate-Exacerbated Landscape Disturbances Converge to Alter Phosphorus Bioavailability in an Oligotrophic River","year":2021,"lang":"en","type":"article","venue":"Water","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Waterloo","funders":"Biotechnology and Biological Sciences Research Council; Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures; UK Research and Innovation","keywords":"Environmental science; Sediment; Phosphorus; Nutrient; Tributary; Disturbance (geology); Hydrology (agriculture); Effluent; Water quality; Particulates; Environmental chemistry; Environmental engineering; Ecology; Chemistry; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001340209,0.0001553366,0.000175975,0.00002502087,0.00008709666,0.00005412621,0.000121757,0.00006755801,0.000935465],"category_scores_gemma":[0.000005286046,0.000107576,0.00003125267,0.0001647618,0.0002212439,0.0002381432,0.0003101615,0.00008627275,0.000621099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006350299,"about_ca_system_score_gemma":0.000003638512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003339146,"about_ca_topic_score_gemma":0.0002940404,"domain_scores_codex":[0.9986448,0.00006549289,0.0001962178,0.0005076453,0.0001570839,0.0004287649],"domain_scores_gemma":[0.9995271,0.000009534647,0.0000171646,0.000289998,0.000009800644,0.000146416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007642499,0.0001158295,0.9951706,0.000008994014,0.000004328725,0.00005006901,0.001117348,0.00006531904,0.002688722,0.00000625778,0.0001267428,0.0005693652],"study_design_scores_gemma":[0.0007536524,0.0001517746,0.949982,0.00001297335,0.00001341008,0.00001345735,0.0001465125,0.001990639,0.04113976,0.0007147019,0.004733833,0.0003472705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988148,0.0001039564,0.000005815816,0.0004945141,0.0001865765,0.0001276115,0.00002261577,0.00003391158,0.0002101971],"genre_scores_gemma":[0.9990991,0.00009395018,0.0001807872,0.0003386096,0.00002112752,0.00001362946,0.00006191627,0.00001402744,0.0001768496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04518858,"threshold_uncertainty_score":0.9999778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006772849125193976,"score_gpt":0.2201123122090445,"score_spread":0.2133394630838505,"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."}}