{"id":"W4294891992","doi":"10.1029/2022gl097935","title":"Salt‐Fingering in Seasonally Ice‐Covered Lakes","year":2022,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geology; Environmental science; Salt (chemistry); Salt water; Climatology; Oceanography; Hydrology (agriculture); Chemistry; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000580338,0.00007360223,0.0001069783,0.00005725977,0.0006715886,0.00001810859,0.0003749514,0.00001917891,0.001380922],"category_scores_gemma":[0.0001028026,0.00007448543,0.00004635239,0.0004986716,0.0003696859,0.0001087194,0.001648744,0.0006163377,0.0008997692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003464024,"about_ca_system_score_gemma":0.00001107185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006462332,"about_ca_topic_score_gemma":0.0005645463,"domain_scores_codex":[0.9980838,0.0002698133,0.00007931865,0.0003096065,0.0007076653,0.0005498304],"domain_scores_gemma":[0.999481,0.0002926138,0.00001628317,0.0001371407,0.000004926607,0.00006804285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002196247,0.0004513001,0.7053996,0.00001423776,0.000035315,0.000473602,0.001884814,0.001596962,0.1497035,0.0002939856,0.13737,0.002556987],"study_design_scores_gemma":[0.0003414711,0.0001411124,0.970838,0.000003263783,0.000002396986,0.000001599759,0.0004693494,0.0002073267,0.0002738764,0.0005085737,0.02707523,0.0001378587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822342,0.00001287764,0.000002433635,0.01462574,0.00006114521,0.0001334678,0.0000114123,0.00001793918,0.00290079],"genre_scores_gemma":[0.9969764,0.000005569434,0.00005478536,0.002224203,0.00004104832,0.00004258785,0.000005021138,0.00000433631,0.0006460628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2654383,"threshold_uncertainty_score":0.9998782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03233790217843773,"score_gpt":0.2767887237312762,"score_spread":0.2444508215528384,"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."}}