{"id":"W2013616370","doi":"10.5194/bgd-6-9195-2009","title":"Modeling dissolved oxygen dynamics and coastal hypoxia: a review","year":2009,"lang":"en","type":"review","venue":"","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Biogeochemical cycle; Hypoxia (environmental); Environmental science; Ecosystem; Nutrient cycle; Biogeochemistry; Ecology; Biochemical engineering; Oceanography; Biology; Oxygen; Chemistry; Geology; Engineering","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":[0.0008765904,0.001753508,0.001796118,0.001517739,0.0002775698,0.001625069,0.001671153,0.001721179,0.001383948],"category_scores_gemma":[0.00182121,0.0006579856,0.00131978,0.002668496,0.000471076,0.001896099,0.0009319845,0.00115079,0.0008443749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006095768,"about_ca_system_score_gemma":0.001311201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005543176,"about_ca_topic_score_gemma":0.002263523,"domain_scores_codex":[0.9997128,0.00005070932,0.0000423664,0.00009663717,0.00007720812,0.0000203851],"domain_scores_gemma":[0.9986585,0.0008434835,0.0001341189,0.00004009581,0.0002690015,0.00005470819],"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":[0.0001271418,0.0001928565,0.003698895,0.0352868,0.000995568,0.0003313377,0.000203176,0.06860735,0.003277696,0.01671324,0.02445018,0.8461158],"study_design_scores_gemma":[0.00007003327,0.0005288458,0.005644194,0.0160814,0.002559978,0.0009613155,0.0003499824,0.09716103,0.005350644,0.02585338,0.8451099,0.0003292532],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00115351,0.9906853,0.006231172,0.0004039877,0.0003187283,0.00001083845,0.0001018591,0.00007318178,0.001021435],"genre_scores_gemma":[0.008179968,0.9883319,0.00237942,0.0001291098,0.000418532,0.00001766762,0.0001819367,0.00002429759,0.0003372371],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005543176,"threshold_uncertainty_score":0.01102179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02902787982336466,"score_gpt":0.2516444565253889,"score_spread":0.2226165767020243,"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."}}