{"id":"W2096883629","doi":"10.4319/lo.2006.51.6.2746","title":"Assessment of the processes controlling the seasonal variations of dissolved inorganic carbon in the North Sea","year":2006,"lang":"en","type":"article","venue":"Limnology and Oceanography","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Oceanography; Dissolved organic carbon; Environmental science; Environmental chemistry; Carbon fibers; Total inorganic carbon; Chemistry; Carbon dioxide; Ecology; Geology; Biology; Materials science","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":[0.0004211008,0.0003556579,0.0002774658,0.0004778768,0.0002170126,0.0004935923,0.0001536062,0.0002351993,0.0002150306],"category_scores_gemma":[0.0008478477,0.0002990074,0.0002727169,0.0004765536,0.0001675311,0.0003602602,0.0002821107,0.0001672392,0.00005496287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003335684,"about_ca_system_score_gemma":0.0004309057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0162227,"about_ca_topic_score_gemma":0.02363813,"domain_scores_codex":[0.9999008,0.0000201934,0.00001118908,0.00003426358,0.0000207974,0.00001280737],"domain_scores_gemma":[0.9996473,0.00009901061,0.00009795467,0.00003407972,0.00007683346,0.00004481823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00021634,0.00006020116,0.9136978,0.00007184071,0.0001493988,0.00021446,0.0002487134,0.007649907,0.06766329,0.0001227612,0.000151089,0.009754109],"study_design_scores_gemma":[0.000007546213,0.00003125564,0.9864395,0.000003189812,0.0000201369,0.00003056598,0.00007632271,0.01108631,0.001866009,0.00005217475,0.0003783832,0.000008619098],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989895,0.00009070641,0.0003398088,0.00001888287,0.000002809518,0.000005179859,0.0003309538,0.00001280659,0.0002093515],"genre_scores_gemma":[0.9981798,0.00007577119,0.0008144706,0.000007655524,0.000003759578,0.000009146817,0.0007464731,0.000006629943,0.0001562207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0162227,"threshold_uncertainty_score":0.0322566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004852982840599782,"score_gpt":0.1824723051028331,"score_spread":0.1776193222622333,"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."}}