{"id":"W4327604749","doi":"10.1029/2022gl101857","title":"Drivers and Potential Consequences of Observed Extreme Hypoxia Along the Canadian Pacific Continental Shelf","year":2023,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Fisheries and Oceans Canada; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Marine Environmental Observation Prediction and Response Network","keywords":"Oceanography; Continental shelf; Upwelling; Biogeochemical cycle; Hypoxia (environmental); Biogeochemistry; Oxygen minimum zone; Environmental science; Water column; Phytoplankton; Geology; Ecology; Oxygen; Nutrient; Biology; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003725899,0.0001614974,0.0001667361,0.0008267703,0.001211861,0.001114962,0.000578361,0.0003613087,0.001322067],"category_scores_gemma":[0.001625282,0.0001917481,0.0002396996,0.001785374,0.0006654597,0.0003390076,0.0007720859,0.0004352599,0.00005274359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006638751,"about_ca_system_score_gemma":0.007216815,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.945632,"about_ca_topic_score_gemma":0.9774914,"domain_scores_codex":[0.9997073,0.0000283566,0.00001678425,0.00006319835,0.00007828903,0.0001060584],"domain_scores_gemma":[0.9985662,0.0001272818,0.0004309157,0.00004073795,0.0005332722,0.0003016375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001304295,0.00000402521,0.9983785,0.000005721436,0.00002395121,0.00003165053,0.0001335131,0.0001623394,0.0001583718,0.00007540741,0.0001963159,0.0008171386],"study_design_scores_gemma":[4.290582e-7,0.000001322586,0.9993055,0.000002789063,0.000003629078,0.000009237211,0.0003383315,0.0001465379,0.00001210406,0.00001805007,0.0001599681,0.00000210194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973804,0.0001556097,0.00004518226,0.0003160028,0.000005978953,0.000006743494,0.0009571408,0.000004318533,0.001128548],"genre_scores_gemma":[0.9994994,0.00008291997,0.00002952782,0.00002120789,0.000002653254,0.000002242207,0.000237554,9.642304e-7,0.0001234254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05436796,"threshold_uncertainty_score":0.1093763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0554639355261601,"score_gpt":0.2432484347598439,"score_spread":0.1877844992336838,"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."}}