{"id":"W4387305248","doi":"10.3389/fmars.2023.1254316","title":"Insights into constraining coastal carbon export from radioisotopes","year":2023,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Research Nova Scotia; Ocean Frontier Institute; Canada Excellence Research Chairs, Government of Canada; Dalhousie University; Dartmouth College; Natural Sciences and Engineering Research Council of Canada; Woods Hole Oceanographic Institution","keywords":"Environmental science; Water column; Oceanography; Structural basin; TRACER; Carbon cycle; Biogeochemical cycle; Sampling (signal processing); Carbon fibers; Flux (metallurgy); Seafloor spreading; Carbon flux; Geology; Climatology; Ecosystem; Ecology","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":[0.0007424357,0.0008384978,0.0003847066,0.000690604,0.0004641232,0.001263227,0.0006736086,0.0002897432,0.001286504],"category_scores_gemma":[0.001503513,0.0004546302,0.0003521723,0.001010465,0.0004743693,0.00076871,0.0004248216,0.0004732822,0.000349959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001663988,"about_ca_system_score_gemma":0.001369662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2034288,"about_ca_topic_score_gemma":0.3622939,"domain_scores_codex":[0.9998462,0.00001993068,0.00000894722,0.00006447665,0.00002754931,0.00003290643],"domain_scores_gemma":[0.9994801,0.0002330959,0.00006595727,0.00007101514,0.0001277689,0.00002205938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004843972,0.00004604257,0.6792923,0.0003645967,0.0002068497,0.0005243382,0.0004463691,0.03442897,0.2321402,0.003576795,0.0007993152,0.04768986],"study_design_scores_gemma":[0.00003794416,0.0001189938,0.8563125,0.0001477302,0.0001862565,0.0002243749,0.0007893004,0.08418506,0.04443238,0.00270838,0.01076403,0.00009305506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9610783,0.001355238,0.02654167,0.0002336374,0.00002221301,0.00002549841,0.002025473,0.0001706927,0.008547232],"genre_scores_gemma":[0.9830111,0.001263976,0.01226646,0.00008546413,0.00001229466,0.00001936188,0.001575967,0.0001143903,0.001651048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2034288,"threshold_uncertainty_score":0.4044895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009153223429570458,"score_gpt":0.1974767928847373,"score_spread":0.1883235694551668,"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."}}