{"id":"W2001302770","doi":"10.12952/journal.elementa.000022","title":"Simulated reduction of hypoxia in the northern Gulf of Mexico due to phosphorus limitation","year":2014,"lang":"en","type":"article","venue":"Elementa Science of the Anthropocene","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Hypoxia (environmental); Biogeochemical cycle; Nutrient; Environmental science; Plume; Benthic zone; Oceanography; Phosphorus; Hydrology (agriculture); Ecology; Geology; Chemistry; Biology; Geography; Meteorology; Oxygen","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0001695348,0.0003949427,0.0003081899,0.0003358643,0.0005151908,0.0005603467,0.0007157616,0.001034781,0.00191154],"category_scores_gemma":[0.0006267178,0.000219722,0.0004174139,0.0003486026,0.0004485227,0.0002797463,0.000429679,0.0004874348,0.00008753321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001719385,"about_ca_system_score_gemma":0.00109826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1365193,"about_ca_topic_score_gemma":0.09714463,"domain_scores_codex":[0.9999336,0.00001456121,0.000002872412,0.00001517253,0.000007468553,0.00002623623],"domain_scores_gemma":[0.9997792,0.00009036878,0.00003634043,0.00001232914,0.00004311691,0.00003870367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002464729,0.0001693012,0.03794738,0.00003861454,0.00006077209,0.0002723574,0.00005089158,0.9559498,0.002453258,0.0004082164,0.000672221,0.001730679],"study_design_scores_gemma":[0.0002298439,0.0002197252,0.03234137,0.0000138123,0.00005949126,0.0000320848,0.0002534573,0.9643816,0.001363167,0.0002567525,0.0008238112,0.00002487277],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966349,0.00002906761,0.0004596151,0.0001273008,0.00001046332,0.00001454611,0.0008402689,0.00005814971,0.00182571],"genre_scores_gemma":[0.9988599,0.00002313981,0.000409474,0.00002359926,0.000001764864,0.00002000301,0.0003455232,0.000005787109,0.0003107653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1365193,"threshold_uncertainty_score":0.2714494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01240404814384742,"score_gpt":0.2347945291352132,"score_spread":0.2223904809913658,"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."}}