{"id":"W4322002035","doi":"10.5194/egusphere-egu23-11576","title":"Assessing the variability of Irminger Water at AR7W between 1993 and 2022 using time-dependent property thresholds","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; University of Alberta","funders":"","keywords":"Hydrography; Current (fluid); Water mass; Environmental science; Volume (thermodynamics); Climatology; Salinity; Temperature salinity diagrams; Geology; Oceanography; Physics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006948446,0.0002934666,0.0003082334,0.001254266,0.0003102101,0.0008250665,0.0005673855,0.0004216603,0.0004354336],"category_scores_gemma":[0.001159707,0.0001214581,0.0003784198,0.001780759,0.0002839529,0.0005447372,0.0005785209,0.0003179268,0.0001822607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001096693,"about_ca_system_score_gemma":0.0005639712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09470922,"about_ca_topic_score_gemma":0.1267267,"domain_scores_codex":[0.9996231,0.0000531343,0.00002776451,0.0001180595,0.000098594,0.00007941161],"domain_scores_gemma":[0.999317,0.00008725611,0.0002428112,0.00006258958,0.0002244714,0.00006592407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000106281,0.00004725276,0.9857646,0.00002238193,0.00009442063,0.0001180833,0.0003034507,0.002394631,0.001993186,0.00019461,0.0006008443,0.008360423],"study_design_scores_gemma":[0.000002745739,0.00002337162,0.9956768,0.000005395579,0.00001562435,0.00001657209,0.0003240151,0.002964395,0.0003551102,0.00002264877,0.0005859892,0.000007240148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967555,0.00005239919,0.0003286955,0.00004000209,0.000004291902,0.000009617581,0.00179769,0.00002663222,0.0009851542],"genre_scores_gemma":[0.9949927,0.00003468845,0.0004055987,0.00001362574,0.000005981146,0.00001847274,0.004336867,0.000006215323,0.0001860285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09470922,"threshold_uncertainty_score":0.1883159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05024470012275051,"score_gpt":0.2670241423731292,"score_spread":0.2167794422503787,"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."}}