{"id":"W4392282343","doi":"10.1007/s00027-024-01044-3","title":"Transitional circulation patterns from full ice cover to ice-off in a seasonally ice-covered lake","year":2024,"lang":"en","type":"article","venue":"Aquatic Sciences","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Melt pond; Geology; Oceanography; Shelf ice; Cover (algebra); Cryosphere; Circulation (fluid dynamics); Ice formation; Arctic ice pack; Seabed gouging by ice; Sea ice; Ice shelf; Ice stream; Climatology; Physical geography; Atmospheric sciences; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006228183,0.0001554546,0.0001635802,0.0001572387,0.0001891104,0.0002620091,0.0003052393,0.0000605207,0.006199038],"category_scores_gemma":[0.00008205384,0.0001280988,0.00006654901,0.0006356746,0.0001368294,0.0006018564,0.00001299312,0.0001406832,0.001209958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001645104,"about_ca_system_score_gemma":0.0002746251,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003556169,"about_ca_topic_score_gemma":0.02973533,"domain_scores_codex":[0.9980411,0.00008552331,0.0002786263,0.000493348,0.0007413279,0.0003600602],"domain_scores_gemma":[0.998968,0.00071419,0.00004151085,0.0001192595,0.00002023537,0.0001367763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006529551,0.00006080243,0.8970366,0.00005297959,0.00003832201,0.00009154012,0.005689098,0.03555921,0.0001268112,0.000991522,0.000314086,0.05997377],"study_design_scores_gemma":[0.0001350344,0.00009469984,0.5300809,0.0001420281,0.00001818739,0.0000126125,0.0005961714,0.4615878,0.00000278242,0.00613776,0.001010994,0.0001810674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823321,0.0002115278,0.01070425,0.002595425,0.0005636614,0.000197456,0.0003988213,0.00004575897,0.002950985],"genre_scores_gemma":[0.9963245,0.00003637257,0.001775761,0.001341268,0.0001738835,0.00000213309,0.0002339927,0.00000384741,0.0001082281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4260285,"threshold_uncertainty_score":0.9995677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01706713429320392,"score_gpt":0.2338529999222176,"score_spread":0.2167858656290137,"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."}}