{"id":"W3021610569","doi":"","title":"Biogeochemical Trends and Their Ecosystem Impacts in Atlantic Canada","year":2017,"lang":"en","type":"article","venue":"EGUGA","topic":"Water Quality and Resources Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Biogeochemical cycle; Ecosystem; Environmental science; Oceanography; Environmental resource management; Ecology; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009245609,0.00006807483,0.0001000304,0.00001007411,0.0001706784,0.00003053358,0.0001416002,0.00002522118,0.00009807556],"category_scores_gemma":[0.00001802205,0.00004430636,0.00001291812,0.00002392757,0.00008474589,0.00004838056,0.0001929204,0.00004896563,0.0000117007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007552619,"about_ca_system_score_gemma":0.000005477536,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6918746,"about_ca_topic_score_gemma":0.9412657,"domain_scores_codex":[0.9995358,0.00001809684,0.00007929404,0.0001273827,0.00007366473,0.0001657541],"domain_scores_gemma":[0.9997182,0.00001821668,0.0000354142,0.0001702246,8.051199e-7,0.00005706301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000335199,0.000008362421,0.993415,0.000007557785,0.000004720291,0.0000106946,0.0006863952,0.000003061494,0.001042526,0.000005836377,0.003679317,0.001133171],"study_design_scores_gemma":[0.0001944277,0.00001105472,0.9596247,0.00002082488,0.000002024273,0.00000818719,0.0001764769,0.00004471427,0.002442763,0.00008464103,0.03728947,0.0001006986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894464,0.00004895957,1.458236e-7,0.001765533,0.00005120092,0.00002233918,0.000017464,0.000004993663,0.00864299],"genre_scores_gemma":[0.9996029,0.00001191473,0.000006144921,0.00005340025,0.00002684659,0.000001732991,0.000002830417,0.000002727655,0.0002915034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2493911,"threshold_uncertainty_score":0.3101773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02357708541081248,"score_gpt":0.2148408997031219,"score_spread":0.1912638142923094,"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."}}