{"id":"W3194927919","doi":"10.1029/2021jg006275","title":"The Ecology of River Ice","year":2021,"lang":"en","type":"article","venue":"Journal of Geophysical Research Biogeosciences","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Ecology; Environmental science; Climate change; River ecosystem; Ecosystem; Physical geography; Geography; Biology","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":[0.0004349681,0.0001425346,0.0002179599,0.0007084706,0.0005448729,0.00207748,0.0003081743,0.0002885038,0.001705623],"category_scores_gemma":[0.001283856,0.000137745,0.0001496803,0.001140744,0.001591197,0.001399557,0.001096375,0.0003984136,0.0001927138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000861728,"about_ca_system_score_gemma":0.0007137042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004873245,"about_ca_topic_score_gemma":0.004255401,"domain_scores_codex":[0.9997737,0.00007571354,0.00001379797,0.00005142826,0.0000361647,0.00004925008],"domain_scores_gemma":[0.9993891,0.0001501655,0.0001904254,0.0000332717,0.0001255034,0.0001116602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001827918,0.00007474361,0.4558784,0.001181835,0.0002905555,0.0007589477,0.009296494,0.02730538,0.01196031,0.1616337,0.01219441,0.3192425],"study_design_scores_gemma":[0.00002204419,0.0001594765,0.6082878,0.0007739649,0.00008355473,0.0008467246,0.00942169,0.01272144,0.001735233,0.178734,0.187141,0.00007315341],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.848971,0.02799481,0.01544398,0.006237498,0.0002238862,0.0000465844,0.001018526,0.00008596535,0.09997769],"genre_scores_gemma":[0.9913179,0.005890531,0.000768162,0.0002864063,0.00008126238,0.00001438311,0.0001428189,0.0000120834,0.001486431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004873245,"threshold_uncertainty_score":0.009689748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03108680656780466,"score_gpt":0.3050035952173279,"score_spread":0.2739167886495233,"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."}}