{"id":"W4388568974","doi":"10.2166/nh.2023.106","title":"Advances in monitoring and modelling of river ice processes","year":2023,"lang":"en","type":"article","venue":"Hydrology research","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan; Alberta Environment and Protected Areas; University of Alberta; Global Institute for Water Security","funders":"","keywords":"Environmental science; Hydrology (agriculture); Geology; Earth science; Geotechnical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007711352,0.00004861959,0.000106718,0.0002180537,0.00010152,0.000006798348,0.00012118,0.00005283804,0.00004440471],"category_scores_gemma":[0.0001116136,0.0000415366,0.000008137437,0.0006446691,0.0003325151,0.0001807805,0.00002860211,0.0002190297,0.00004604977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002047155,"about_ca_system_score_gemma":0.00005210454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000771331,"about_ca_topic_score_gemma":0.0002903381,"domain_scores_codex":[0.9990924,0.0000857695,0.0001150643,0.0001688585,0.0002056524,0.0003322571],"domain_scores_gemma":[0.9991348,0.0006693931,0.00001974983,0.00007203676,0.0000592166,0.00004483706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003876289,0.000005277109,0.9259746,0.000109818,0.000002298245,0.00002097777,0.001004324,0.06380279,0.000009383089,0.00003423258,0.000003378357,0.008994122],"study_design_scores_gemma":[0.0003526958,0.0002493033,0.3072151,0.00009165768,0.000004182735,0.00001434808,0.001887672,0.6706834,0.0001031642,0.01837859,0.0008826841,0.000137244],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964132,0.0008674555,0.0001068569,0.0001700099,0.0000513411,0.00007010754,0.000004821379,0.00001482505,0.002301394],"genre_scores_gemma":[0.991519,0.007947762,0.0003773788,0.000004896629,0.00003881412,0.000001510021,0.000007287311,0.000001985425,0.0001014135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6187595,"threshold_uncertainty_score":0.1693813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07313314677688143,"score_gpt":0.3259607767686482,"score_spread":0.2528276299917667,"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."}}