{"id":"W2058026779","doi":"10.1016/j.marchem.2014.01.009","title":"Seasonal and spatial variability in the CO2 system on the Scotian Shelf (Northwest Atlantic)","year":2014,"lang":"en","type":"article","venue":"Marine Chemistry","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Fisheries and Oceans Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Dissolved organic carbon; Nitrate; Oceanography; Alkalinity; Environmental science; Surface water; Saturation (graph theory); Remineralisation; Total organic carbon; Spring (device); Geology; Environmental chemistry; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00115325,0.0001321505,0.0001431842,0.000007920782,0.0001229415,0.00009383545,0.0002802127,0.00005575526,0.00115703],"category_scores_gemma":[0.0001163694,0.00007148871,0.00003403235,0.00009335941,0.0000638217,0.00003057578,0.00005274804,0.000214423,0.00003709696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005610303,"about_ca_system_score_gemma":0.00002397602,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04349091,"about_ca_topic_score_gemma":0.04183036,"domain_scores_codex":[0.9989792,0.000167181,0.0001766981,0.000242645,0.0002269824,0.0002073081],"domain_scores_gemma":[0.9990309,0.0005087792,0.00005423139,0.0003276005,0.0000144829,0.00006399563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002162464,0.00001490885,0.9860163,0.0001572512,0.000005331339,0.000007671,0.00003453643,0.00003340598,0.000009260639,0.0001412194,0.0002432081,0.01331527],"study_design_scores_gemma":[0.0002209163,0.00003701738,0.9536107,0.0000360656,0.00001003625,0.00006601336,0.0002003887,0.03737581,0.00009476856,0.0001853648,0.008025683,0.0001372193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8691924,0.000004256747,0.00001777305,0.0005377895,0.00009949235,0.0001190945,0.00002623864,0.00001842567,0.1299845],"genre_scores_gemma":[0.999097,0.000002304687,0.000005800559,0.0001662898,0.0003331802,0.000003698613,0.0001307652,0.000002510411,0.0002584839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1299045,"threshold_uncertainty_score":0.999756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005050133957633214,"score_gpt":0.1620450850281762,"score_spread":0.156994951070543,"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."}}