{"id":"W4398175048","doi":"10.1002/rra.4309","title":"Observation of high sediment concentrations entrained in jumble river ice","year":2024,"lang":"en","type":"article","venue":"River Research and Applications","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Entrainment (biomusicology); Sediment; Geology; Tributary; Hydrology (agriculture); Water column; Sea ice; Silt; Environmental science; Oceanography; Geomorphology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003075638,0.00005523135,0.00007584558,0.0001000916,0.0001414485,0.00003784124,0.0001011595,0.0000357191,0.0003156422],"category_scores_gemma":[0.00001320335,0.00004825536,0.00001591181,0.000503064,0.0003384221,0.0001749635,0.00001497173,0.0001606239,0.00007437823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000126179,"about_ca_system_score_gemma":0.0001030534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003414438,"about_ca_topic_score_gemma":0.0005018475,"domain_scores_codex":[0.9991614,0.00004237206,0.0001499607,0.0001935368,0.0002392138,0.0002135513],"domain_scores_gemma":[0.999438,0.0002846062,0.00001669645,0.000113386,0.00006663319,0.00008067402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005281362,0.0002107371,0.417319,0.0003185737,0.00006725197,0.00001620502,0.004787087,0.0009892229,0.0009130647,0.3939418,0.001338264,0.180046],"study_design_scores_gemma":[0.0004436657,0.000172476,0.7794491,0.0001009556,0.00001796366,0.000006925684,0.001147814,0.07533401,0.0002698615,0.1025992,0.0402744,0.0001836667],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870176,0.0004381418,0.007594848,0.001580389,0.00004468091,0.0006097499,0.0002196024,0.00003015942,0.002464849],"genre_scores_gemma":[0.9968064,0.0004971595,0.001794747,0.00003503231,0.00005836357,0.00002061937,0.0002188946,0.000002228285,0.0005665944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3621301,"threshold_uncertainty_score":0.5161632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04028647369742758,"score_gpt":0.2986908646359185,"score_spread":0.2584043909384909,"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."}}