{"id":"W4386771923","doi":"10.1525/elementa.2022.00122","title":"The importance of transparent exopolymer particles over ballast in determining both sinking and suspension of small particles during late summer in the Northeast Pacific Ocean","year":2023,"lang":"en","type":"article","venue":"Elementa Science of the Anthropocene","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"University of California, Santa Barbara; Nuclear Safety and Security Commission; Natural Environment Research Council; Sight Research UK; National Aeronautics and Space Administration","keywords":"Exopolymer; Marine snow; Oceanography; Redfield ratio; Particle (ecology); Biogeochemical cycle; Biological pump; Particulates; Environmental science; Total inorganic carbon; Mesopelagic zone; Environmental chemistry; Water column; Pelagic zone; Phytoplankton; Chemistry; Geology; Carbon dioxide; Nutrient","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":[0.0002265752,0.0003654454,0.0002335652,0.0005918603,0.0007432643,0.0006985468,0.0002214413,0.0002895333,0.0004132135],"category_scores_gemma":[0.0003352316,0.0003427163,0.0002802323,0.0003338044,0.0004010354,0.0006644967,0.0004013869,0.0003409927,0.00009039065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005332149,"about_ca_system_score_gemma":0.000402747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06279457,"about_ca_topic_score_gemma":0.08107886,"domain_scores_codex":[0.9998814,0.000006351344,0.00001129126,0.00005177589,0.00002620638,0.0000229472],"domain_scores_gemma":[0.9997978,0.00003255645,0.00006417986,0.000007708582,0.00004978252,0.00004808761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002745081,0.00004084936,0.8390952,0.00006468398,0.00004922052,0.0002100183,0.000774277,0.0003708993,0.1534078,0.00005422334,0.00008294252,0.005575427],"study_design_scores_gemma":[0.000001657244,0.00001917329,0.9968272,0.000002717425,0.00001157829,0.00001965332,0.0002101777,0.0006085688,0.002185343,0.00001132337,0.00009856139,0.000003991855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993444,0.00006326391,0.0001455173,0.00001025866,0.000002400908,0.0000040392,0.0001231184,0.000004517438,0.0003024154],"genre_scores_gemma":[0.9989552,0.00006668337,0.0004142034,0.00001510674,0.000003999156,0.000008852779,0.0002550021,0.00000794275,0.0002728212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06279457,"threshold_uncertainty_score":0.1248581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02814459998024302,"score_gpt":0.2486493977255964,"score_spread":0.2205047977453534,"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."}}