{"id":"W4408470655","doi":"10.5194/egusphere-egu25-2009","title":"Laboratory investigation of seasonal circulation in a brackish lake subject to ice cover","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of British Columbia Hospital","funders":"","keywords":"Cover (algebra); Subject (documents); Circulation (fluid dynamics); Climatology; Oceanography; Brackish water; Environmental science; Geology; Geography; Physical geography; Engineering; Computer science; Library science; Salinity","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":[0.0002082543,0.0003226788,0.0003226336,0.0002139386,0.0008071912,0.0003119234,0.0004501186,0.0002655782,0.0007946195],"category_scores_gemma":[0.0002888264,0.000163213,0.0002678411,0.0001526277,0.0005486758,0.0002600483,0.0004173009,0.0005889109,0.0001463706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003969623,"about_ca_system_score_gemma":0.0005356927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004528034,"about_ca_topic_score_gemma":0.005328191,"domain_scores_codex":[0.9998609,0.00002152649,0.000007397481,0.00004254075,0.00003408882,0.00003356961],"domain_scores_gemma":[0.9997366,0.0000387415,0.00003890096,0.00002960913,0.00006242935,0.00009367556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006568491,0.0004877286,0.01576406,0.00004807758,0.00001883278,0.000288863,0.0006281518,0.0003486705,0.9792734,0.0001245543,0.000136025,0.002224819],"study_design_scores_gemma":[0.0004226898,0.03184227,0.2794986,0.00003099137,0.0003069896,0.0008508489,0.00241695,0.01447287,0.6635972,0.0006827525,0.005756602,0.0001213756],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988301,0.0000312949,0.0005129945,0.00002070213,0.00000787778,0.00003092473,0.0001320844,0.00001856134,0.0004154651],"genre_scores_gemma":[0.9948586,0.00009098955,0.00314582,0.00007480644,0.00001938248,0.0001356751,0.0005239137,0.00001357756,0.001137396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004528034,"threshold_uncertainty_score":0.009003401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167338304406447,"score_gpt":0.2234489177547501,"score_spread":0.2117755347106857,"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."}}