{"id":"W4221044170","doi":"10.3390/jmse10030401","title":"On the Interplay between Freshwater Content and Hydrographic Conditions in the Arctic Ocean in the 1990s–2010s","year":2022,"lang":"en","type":"article","venue":"Journal of Marine Science and Engineering","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Russian Foundation for Basic Research; National Science Foundation","keywords":"Halocline; Hydrography; Thermohaline circulation; Oceanography; Salinity; Arctic; Environmental science; The arctic; Climate change; Temperature salinity diagrams; Ocean heat content; Climatology; Atmospheric sciences; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005742949,0.0002527042,0.0002063129,0.001495066,0.0004520473,0.0008479814,0.0001790283,0.0002469539,0.0005755076],"category_scores_gemma":[0.001081625,0.0001544005,0.0003190831,0.0017565,0.0003285123,0.0004367876,0.0006915178,0.0002777665,0.0001608383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001121702,"about_ca_system_score_gemma":0.0008967787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1955206,"about_ca_topic_score_gemma":0.3086027,"domain_scores_codex":[0.9998777,0.00001434576,0.00001421017,0.00003161654,0.00002518691,0.00003701044],"domain_scores_gemma":[0.9993564,0.00005804175,0.0002279624,0.00001948751,0.0002156722,0.000122393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008730954,0.00001680043,0.9894044,0.00004086956,0.00006759517,0.000113481,0.0007398122,0.0003927092,0.001870879,0.0002097113,0.0003260148,0.006730563],"study_design_scores_gemma":[6.168448e-7,0.000006847526,0.9984768,0.00001011733,0.000008320221,0.0000191862,0.0002365637,0.0001621072,0.0001043476,0.00001717865,0.0009557986,0.000002182119],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996721,0.0006835965,0.00007134835,0.000167979,0.00001259165,0.000002573344,0.001045856,0.000005746364,0.001289263],"genre_scores_gemma":[0.9977094,0.000518864,0.0001104069,0.00004836538,0.00002834017,0.000002986941,0.001267736,0.000004795567,0.0003091315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1955206,"threshold_uncertainty_score":0.388765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01114065158185389,"score_gpt":0.204749320593521,"score_spread":0.1936086690116671,"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."}}