{"id":"W4409350144","doi":"10.1139/as-2024-0054","title":"Dynamics of dissolved carbohydrates during the spring sea ice melt season in the Canadian Arctic","year":2025,"lang":"en","type":"article","venue":"Arctic Science","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"Institut Polaire Français Paul Emile Victor; Canadian Space Agency; Agence Nationale de la Recherche","keywords":"Spring (device); Oceanography; Sea ice; Arctic; Arctic ice pack; The arctic; Environmental science; Climatology; Physical geography; Geology; Geography; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0002419621,0.0003631965,0.0003870276,0.001499277,0.001894578,0.001262673,0.0003912831,0.0002645618,0.0007721591],"category_scores_gemma":[0.0004811619,0.0002091994,0.0002251311,0.001975735,0.0004894513,0.0002886948,0.0005926015,0.0003253022,0.0001059978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009103992,"about_ca_system_score_gemma":0.007026475,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9579233,"about_ca_topic_score_gemma":0.9834012,"domain_scores_codex":[0.9997851,0.000006431791,0.000007336558,0.00004035846,0.00008650132,0.00007418457],"domain_scores_gemma":[0.9995214,0.00001610239,0.00005937348,0.000005844805,0.0002963721,0.0001010759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003168404,0.00003184816,0.9763483,0.00006931603,0.00008633992,0.0001447212,0.001408891,0.0002391593,0.01083012,0.0001013259,0.0006752239,0.009747991],"study_design_scores_gemma":[0.000001649248,0.000008870919,0.9983871,0.000006018936,0.000009335228,0.00001119488,0.0005368332,0.0001193176,0.0002328192,0.000006260733,0.0006759893,0.000004637803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968466,0.0003581568,0.00004821791,0.00005967527,0.000009144519,0.00000687786,0.001416459,0.000005881621,0.001249041],"genre_scores_gemma":[0.9964289,0.0003120545,0.0001825209,0.00005068017,0.000006454656,0.000007861315,0.001999411,0.000004898606,0.001007239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04207671,"threshold_uncertainty_score":0.08464897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006119826641153378,"score_gpt":0.2068398273089744,"score_spread":0.200720000667821,"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."}}