{"id":"W4220789544","doi":"10.1029/2021gl097614","title":"Elucidating Coastal Ocean Carbon Transport Processes: A Novel Approach Applied to the Northwest North Atlantic Shelf","year":2022,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Marine Environmental Observation Prediction and Response Network","keywords":"Oceanography; Biogeochemical cycle; Outgassing; Alkalinity; Latitude; Environmental science; Continental shelf; Geology; Climatology","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":[0.00009177011,0.0003074569,0.0002835963,0.0004743623,0.0004974579,0.0009193895,0.0003242543,0.0003029246,0.0007806401],"category_scores_gemma":[0.0001741195,0.000159908,0.0003625457,0.0006213857,0.0002818865,0.0003054858,0.0005640838,0.0002364375,0.0001071677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006010735,"about_ca_system_score_gemma":0.0008224561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04663988,"about_ca_topic_score_gemma":0.07522656,"domain_scores_codex":[0.9999752,0.000003406066,0.000001633217,0.00001043576,0.000004532325,0.000004715282],"domain_scores_gemma":[0.9999528,0.000008333792,0.0000113086,0.000007408667,0.00001215949,0.000007927778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002101459,0.0002343131,0.2585343,0.0002485661,0.0003454265,0.001137082,0.0005162723,0.1481975,0.4768476,0.01083021,0.0005426967,0.1023559],"study_design_scores_gemma":[0.00003398877,0.0001602665,0.1713985,0.00002897841,0.0001568288,0.0002307495,0.0008136534,0.8061015,0.01111299,0.006419496,0.003486073,0.00005703323],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9219143,0.0007216315,0.07213873,0.0002380489,0.00003000236,0.00006024614,0.0005564272,0.0001380701,0.004202467],"genre_scores_gemma":[0.9549308,0.0005880221,0.04322124,0.00004699649,0.00002308487,0.00003332983,0.0001663893,0.00001620674,0.0009740163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04663988,"threshold_uncertainty_score":0.09273684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.022873769722592,"score_gpt":0.2281829294875111,"score_spread":0.2053091597649191,"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."}}